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Reference changes · DOI

SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python

Published notice on a work cited in the Pith corpus. Exact quotes below. No model judges whether any citation was load-bearing.

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Correction Crossref 481 open · 481 total · 0 disputed
DOI
10.1038/s41592-019-0686-2
Notice DOI
10.1038/s41592-020-0772-5
Event date
2020-03-04
Machine twin
JSON

01One-hop citing occurrences

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PISP: Projected-Space Inference of Stellar Parameters

ref [61] · 2604.15855 · notice #4722 · dispute

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Virtanen , P., Gommers , R., Oliphant , T. E., et al. 2020, Nature Medicine, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Medicine, 17, 261, 10.1038/s41592-019-0686-2

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Characterizing the bolometric-photoevaporative transition in young sub-Neptunes with radiation-hydrodynamic simulations

ref [24] · 2605.02766 · notice #4652 · dispute

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods , keywords =. doi:10.1038/s41592-019-0686-2 , archivePrefix =. 1907.10121 , primaryClass =

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods, keywords =. doi:10.1038/s41592-019-0686-2, archivePrefix =. 1907.10121, primaryClass =

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Mapping correlations between quantum discord and Bell non-locality

ref [28] · 2605.03194 · notice #4654 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake Van- derPlas, Denis Laxalde, Josef Perktold, Robert Cimr- man, Ian Henriksen, E. A. Quintero, Charles R. Har- ris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pe- dregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Com- puting in Python.Nature Methods, 17:261–272, 2020. doi:10.1038/s41592-019-0686-2. 8
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Euclid preparation. CosmoPostProcess: A simulation calibrated framework for weak lensing selection bias in richness-selected galaxy clusters

ref [69] · 2605.02723 · notice #4655 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. 2020 , journal =. doi:10.1038/s41592-019-0686-2 , adsurl =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. 2020, journal =. doi:10.1038/s41592-019-0686-2, adsurl =

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Galactic Amnesia: The Information Washout of the Milky Way Merger History

ref [22] · 2605.04138 · notice #4656 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. 2020 , bdsk-url-1 =. doi:10.1038/s41592-019-0686-2 , journal =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. 2020, bdsk-url-1 =. doi:10.1038/s41592-019-0686-2, journal =

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OPENJ: A Conceptual Framework for Open-Source Digital Human Modeling and Ergonomic Assessment in a CAD Environment

ref [42] · 2605.04270 · notice #4651 · dispute

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Virtanen, Pauli, Gommers, Ralf, Oliphant, Travis E., Haber- land, Matt, Reddy, Tyler, Cournapeau, David, Burovski, Ev- geni, Peterson, Pearu, Weckesser, Warren, Bright, Jonathan et al. “SciPy 1.0: Fundamental Algorithms for Scientific ComputinginPython.”NatureMethodsVol.17No.3(2020): pp. 261–272. DOI 10.1038/s41592-019-0686-2
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The Tale of a Hungry Subgiant and Its Brown Dwarf: Interior Radiative Damping Dominates the Tidal Evolution of TOI-5882

ref [6] · 2605.04141 · notice #4659 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul , month = mar, year =. Nature Methods , publisher =. doi:10.1038/s41592-019-0686-2 , abstract =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul, month = mar, year =. Nature Methods, publisher =. doi:10.1038/s41592-019-0686-2, abstract =

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ATOMIUM: Inner circumstellar envelopes of oxygen-rich AGB stars as revealed by highly excited SiO lines

ref [166] · 2605.05760 · notice #4676 · dispute

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods , keywords =. doi:10.1038/s41592-019-0686-2 , archivePrefix =. 1907.10121 , primaryClass =

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods, keywords =. doi:10.1038/s41592-019-0686-2, archivePrefix =. 1907.10121, primaryClass =

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Traces of Helium Detected in Type Ic Supernova 2014L

ref [93] · 2604.00158 · notice #4679 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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JetSCI: A Hybrid JAX-PETSc Framework for Scalable Differentiable Simulation

ref [7] · 2604.22087 · notice #4665 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey,˙I. Polat, Y . Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henrik- sen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pe- dregosa, P. van Mulbregt, and S. . Contributors, “SciPy 1.0: fundamental algorithms for scientific computing in Python,”Nature Methods, vol. 17, no. 3, pp. 261–272, 2020, https://doi.org/10.1038/s41592-019-0686-2
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Six New Variable Stars Discovered from Ground-Based Photometry and Characterized with TESS Data

ref [27] · 2604.27176 · notice #4685 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Methods , 17 , 261, https://doi.org/doi:10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Methods, 17, 261, https://doi.org/doi:10.1038/s41592-019-0686-2

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Jarvis-HEP: A lightweight Python framework for workflow composition and parameter scans in high-energy physics

ref [139] · 2604.25557 · notice #4681 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wil- son, K. J. Millman, N. Mayorov, A. R. J. Nel- son, E. Jones, R. Kern, E. Larson, C. J. Carey, ˙I. Polat, Y . Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Hen- riksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, SciPy 1.0 Contributors, SciPy 1.0: Fundamental Algorithms for Scientific Comput- ing in Python, Nature Methods 17 (2020) 261– 272.doi:10.1038/s41592-019-0686-2
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SENECA: Small-Sample Discrete Entropy Estimation via Self-Consistent Missing Mass

ref [78] · 2605.00668 · notice #4691 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2
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XMAGNET -- Stir before serving: a Lagrangian perspective on mixing-driven condensation in the intracluster medium

ref [125] · 2605.00563 · notice #4693 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C J and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul and Vijaykumar, Aditya and Bardelli, Alessandro Pietro and Rothberg, Alex and Hilboll, Andreas and Kloeckner, Andreas and Scopatz, Anthony and Lee, Antony and Rokem, Ariel and Woods, C. Nathan and Fulton, Chad and Masson, Charles and Häggström, Christian and Fitzgerald, Clark and Nicholson, David A. and Hagen, David R. and Pasechnik, Dmitrii V. and Olivetti, Emanuele and Martin, Eric and Wieser, Eric and Silva, Fabrice and Lenders, Felix and Wilhelm, Florian and Young, G. and Price, Gavin A. and Ingold, Gert-Lu
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Predicting the thermodynamics in the chromosphere from the translation of SDO data into the IRIS$^{2}$ inversion results using a visual transformer model

ref [9] · 2604.21184 · notice #4700 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , journal =. 2020 , volume =. doi:10.1038/s41592-019-0686-2 , url =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, journal =. 2020, volume =. doi:10.1038/s41592-019-0686-2, url =

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Archival Multiband Gravitational-Wave Signals from Massive Black Hole Binary Mergers

ref [90] · 2604.21013 · notice #4703 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Methods , volume =. doi:10.1038/s41592-019-0686-2 , urldate =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Methods, volume =. doi:10.1038/s41592-019-0686-2, urldate =

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Chromatographic Peak Shape from a Stochastic-Diffusive Model with Multiple Retention Mechanisms: Analytic Time-Domain Expression and Derivatives

ref [22] · 2604.20186 · notice #4705 · dispute

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Pauli Virtanen,Ralf Gommers,Travis E. Oliphant,Matt Haberland,Tyler Reddy,David Cournapeau,Evgeni Burovski,Pearu Peterson,Warren Weckesser, Jonathan Bright, et al. “SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python”. In:Nature Methods17 (2020), 261–272. doi: 10.1038/s41592-019-0686-2
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Advancing Practical Quantum Embedding Simulations via Operator Commutativity Based State Preparation for Complex Chemical Systems

ref [157] · 2604.19470 · notice #4711 · dispute

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author author P. Virtanen , author R. Gommers , author T. E. \ Oliphant , author M. Haberland , author T. Reddy , author D. Cournapeau , author E. Burovski , author P. Peterson , author W. Weckesser , author J. Bright , \ and\ author et al. ,\ title title Scipy 1.0: fundamental algorithms for scientific computing in python , \ 10.1038/s41592-019-0686-2 journal journal Nature Methods \ volume 17 ,\ pages 261--272 ( year 2020 ) NoStop

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author author P. Virtanen, author R. Gommers, author T. E. Oliphant, author M. Haberland, author T. Reddy, author D. Cournapeau, author E. Burovski, author P. Peterson, author W. Weckesser, author J. Bright, and author et al., title title Scipy 1.0: fundamental algorithms for scientific computing in python, 10.1038/s41592-019-0686-2 journal journal Nature Methods volume 17, pages 261--272 ( year 2020 )

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RL-ABC: Reinforcement Learning for Accelerator Beamline Control

ref [30] · 2604.19146 · notice #4713 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, İ. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, SciPy 1.0 Contributors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Na- ture Methods 17 (2020) 261–272. doi:10.1038/s41592-019-0686-2. 34
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A Census of Na D-traced neutral ISM and outflows at $0.6<z<4$

ref [182] · 2604.18522 · notice #4716 · dispute

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods , keywords =. doi:10.1038/s41592-019-0686-2 , archivePrefix =. 1907.10121 , primaryClass =

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods, keywords =. doi:10.1038/s41592-019-0686-2, archivePrefix =. 1907.10121, primaryClass =

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Beyond the Virial Expansion: Microscopic Origins of Partial Molar Volumes in LiCl Solutions

ref [85] · 2604.19622 · notice #4708 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. 2020 , bdsk-url-1 =. doi:10.1038/s41592-019-0686-2 , journal =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. 2020, bdsk-url-1 =. doi:10.1038/s41592-019-0686-2, journal =

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A Conjugate Bayesian Framework for Fast 3D Positronium Lifetime Estimation with a Partial System Matrix

ref [17] · 2604.09804 · notice #4728 · dispute

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Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cour- napeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., Walt, S.J., Brett, M., Wilson, J., Millman, K.J., Mayorov, N., Nelson, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C.J., Polat, I., Feng, Y., Moore, E.W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E.A., Har- ris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F., Mulbregt, P.: SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Meth- ods17(3), 261–272 (2020) https://doi.org/10.1038/s41592-019-0686-2 . Accessed 2025-10-13
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Witnessing the onset of stellar winds in Super-Luminous Supernova Hosts: implications for star-formation-driven outflows in low and high-redshift galaxies

ref [111] · 2604.13865 · notice #4733 · dispute

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Virtanen , P., Gommers , R., Oliphant , T. E., et al. 2020, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Agentic LLM Reasoning in a Self-Driving Laboratory for Air-Sensitive Lithium Halide Spinel Conductors

ref [60] · 2604.11957 · notice #4739 · dispute

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Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S.J., Brett, M., Wil- son, J., Millman, K.J., Mayorov, N., Nelson, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C.J., Polat, ˙I., Feng, Y., Moore, E.W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E.A., Harris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F., van Mulbregt, P., and SciPy 1.0 Contributors (2020). SciPy 1.0: Fundamental Algorithms for Scien- tific Computing in Python. Nature Methods17, 261–272. doi:10.1038/s41592-019-0686-2. 26 Supplementary Information for “Agentic LLM Reasoning in a Self-Driving Laboratory for Air-Sensitive Lithium Halide Spinel Conductors” Yuxing Fei 1,2, Bernardus Rendy 1,2,5, Xiaochen Yang 1,2, Junhee Woo 1,3, Xu Huang 1,2, Chang Li 2, Shilong Wang 1,2, David Milsted 2, Yan Zeng 2,4,†, and Gerbrand Ceder 1,2,5,‡ 1Department of Materials Science & Engineering, University of California, Berkeley, Berkeley, California 94720, United States 2Materials Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States 3Depart
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Robust Optimization for Mitigating Reward Hacking with Correlated Proxies

ref [1] · 2604.12086 · notice #4742 · dispute

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URLhttps://vkrakovna.wordpress.com/2018/04/02/ specification-gaming-examples-in-ai/. Blog post. Victoria Krakovna. Classifying specification problems as variants of goodhart’s law, August 2019. URLhttps://vkrakovna.wordpress.com/2019/08/19/ classifying-specification-problems-as-variants-of-goodharts-law/. Blog post. Victoria Krakovna, Laurent Orseau, Ramana Kumar, Miljan Martic, and Shane Legg. Penalizing side effects using stepwise relative reachability.arXiv preprint arXiv:1806.01186, 2018. Cassidy Laidlaw, Eli Bronstein, Timothy Guo, Dylan Feng, Lukas Berglund, Justin Svegliato, Stuart Russell, and Anca Dragan. Scalably solving assistance games. InICLR 2025 Workshop on Bidirectional Human-AI Alignment, 2024. Cassidy Laidlaw, Shivam Singhal, and Anca Dragan. Correlated proxies: A new definition and im- proved mitigation for reward hacking. InInternational Conference on Learning Representations, 2025. Henry Lam. Robust sensitivity analysis for stochastic systems.Mathematics of Operations Re- search, 41(4):1248–1275, 2016. Jan Leike, Miljan Martic, Victoria Krakovna, Pedro Ortega, Tom Everitt, Ryan Lefrancq, Laurent Orseau, and Shane Legg. AI safety gridworlds.arXiv preprint arXiv:
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MixFlow: Mixed Source Distributions Improve Rectified Flows

ref [31] · 2604.09181 · notice #4749 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St \'e fan J. van der Walt , Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, \.I lhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas , Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Ant \^o nio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt , and SciPy 1.0 Contributors . SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods, 17: 0 261--272, 2020. doi:10.1038/s41592-019-0686-2

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St e fan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, .I lhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Ant o nio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors . SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods, 17: 0 261--272, 2020. doi:10.1038/s41592-019-0686-2

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LightCurveLynx: Forward Modeling of Time-Domain Surveys with Application to ZTF SN Ia DR2

ref [57] · 2604.07134 · notice #4754 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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4D Vessel Reconstruction for Benchtop Thrombectomy Analysis

ref [21] · 2604.06671 · notice #4764 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, İ. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, SciPy 1.0: Fundamental algorithms for scientific computing in Python, Nature Methods 17 (2020) 261–272.doi:10.1038/s41592-019-0686-2. 4
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Quo nomine vis vocari? A random-copying model explains the temporal sequence of papal names

ref [37] · 2605.07028 · notice #4775 · dispute

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P. Virtanen et al. “SciPy 1.0: fundamental algorithms for scientific computing in Python” . Nature Methods 17.3 (2020), pp. 261–272. doi: 10.1038/s41592-019-0686-2 . 10 Supplementary information Pope Year 1 Peter *† 30 2 Linus *† 68 3 Cletus *† 80 4 Clement I * 92 5 Evaristus *† 99 6 Alexander I * 108 7 Sixtus I * 117 8 Telesphorus *† 127 9 Hyginus *† 138 10 Pius I * 142 11 Anicetus *† 150 12 Soter *† 162 13 Eleutherius *† 171 14 Victor I * 186 15 Zephyrinus *† 198 16 Callixtus I * 218 17 Urban I * 222 18 Pontian *† 230 19 Anterus *† 235 20 Fabian *† 236 21 Cornelius *† 251 22 Lucius I * 253 23 Stephen I * 254 24 Sixtus II 257 25 Dionysius *† 259 26 Felix I * 269 27 Eutychian *† 275 28 Caius *† 283 29 Marcellinus *† 296 30 Marcellus I * 306 31 Eusebius *† 309 32 Miltiades *† 311 33 Sylvester I * 314 34 Mark *† 336 35 Julius I * 337 36 Liberius *† 352 37 Damasus I * 366 38 Siricius *† 384 39 Anastasius I * 399 40 Innocent I * 401 41 Zosiumus *† 417 42 Boniface I * 418 43 Celestine I * 422 44 Sixtus III 432 45 Leo I * 440 Pope Year 46 Hilarius *† 461 47 Simplicius *† 468 48 Felix III 483 49 Gelasius I * 492 50 Anastasius II 496 51 Symmachus *† 498 52 Hormisdas *† 514 53 John I * 523
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Why Does Agentic Safety Fail to Generalize Across Tasks?

ref [111] · 2605.06992 · notice #4780 · dispute

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Planbench: An extensible benchmark for evaluating large language models on planning and reasoning about change.Advances in Neural Information Processing Systems, 36:38975-38987, 2023. [110] Karthik Valmeekam, Matthew Marquez, Sarath Sreedharan, and Subbarao Kambhampati. On the planning abilities of large language models-a critical investigation.Advances in neural information processing systems, 36:75993-76005, 2023. [111] Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W.

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Planbench: An extensible benchmark for evaluating large language models on planning and reasoning about change.Advances in Neural Information Processing Systems, 36:38975-38987, 2023. [110] Karthik Valmeekam, Matthew Marquez, Sarath Sreedharan, and Subbarao Kambhampati. On the planning abilities of large language models-a critical investigation.Advances in neural information processing systems, 36:75993-76005, 2023. [111] Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W

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A Population of Little Red Dot-like Quasars in SDSS

ref [134] · 2606.26098 · notice #4787 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al.\ 2020, Nature Medicine, 17, 261. doi:10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Medicine, 17, 261. doi:10.1038/s41592-019-0686-2

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Communicating Sound Through Natural Language

ref [26] · 2605.08750 · notice #4788 · dispute

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doi: 10.1038/s41592-019-0686-2. Yuancheng Wang, Dekun Chen, Xueyao Zhang, Junan Zhang, Jiaqi Li, and Zhizheng Wu. TaDiCodec: Text-aware diffusion speech tokenizer for speech language modeling. InAdvances in Neural Information Processing Systems,

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doi: 10.1038/s41592-019-0686-2. Yuancheng Wang, Dekun Chen, Xueyao Zhang, Junan Zhang, Jiaqi Li, and Zhizheng Wu. TaDiCodec: Text-aware diffusion speech tokenizer for speech language modeling. InAdvances in Neural Information Processing Systems

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A Mixture Autoregressive Image Generative Model on Quadtree Regions for Gaussian Noise Removal via Variational Bayes and Gradient Methods

ref [16] · 2605.11585 · notice #4791 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, ˙I. Polat, Y . Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, and SciPy 1.0 Contributors, “SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python,”Nature Methods, vol. 17, pp. 261–272, 2020. [Online]. Available: https://doi.org/10.1038/s41592-019-0686-2
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Detection and characterization of the temperate super-earth Gliese 48 b

ref [15] · 2605.11123 · notice #4795 · dispute

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doi:10.1038/s41592-019-0686-2. 2020NatMe..17..261V Vogt, S.S., Allen, S.L., Bigelow, B.C., Bresee, L., Brown, B., Cantrall, T., and, ...: 1994,Instrumentation in Astronomy VIII2198,

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doi:10.1038/s41592-019-0686-2. 2020NatMe..17..261V Vogt, S.S., Allen, S.L., Bigelow, B.C., Bresee, L., Brown, B., Cantrall, T., and, ...: 1994,Instrumentation in Astronomy VIII2198

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NPAP: Network Partitioning and Aggregation Package for Python

ref [21] · 2605.12137 · notice #4799 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., Walt, S. J. van der, Brett, M., Wilson, J., Millman, K. J., Mayorov, N., Nelson, A. R. J., Jones, E., Kern, R., Larson, E., Vázquez-Baeza, Y. (2020). SciPy 1.0: Fundamental algorithms for scientific computing in python. Nature Methods, 17(3), 261--272. https://doi.org/10.1038/s41592-019-0686-2
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Comparing Qubit and Qudit Encodings for EV Charging and Trip Assignment Problems

ref [24] · 2605.10255 · notice #4790 · dispute

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Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S.J., Brett, M., Wilson, J., Millman, K.J., Mayorov, N., Nelson, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C.J., Polat, İ., Feng, Y., Moore, E.W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E.A., Harris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F., van Mulbregt, P., SciPy 1.0 Contributors: SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods 17, 261–272 (2020). https://doi.org/10.1038/s41592-019-0686-2
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COOL-LAMPS IX: A Rare Duo of Quasars Each Lensed by a Single Massive Galaxy Cluster

ref [56] · 2605.13514 · notice #4810 · dispute

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods , keywords =. doi:10.1038/s41592-019-0686-2 , archivePrefix =. 1907.10121 , primaryClass =

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods, keywords =. doi:10.1038/s41592-019-0686-2, archivePrefix =. 1907.10121, primaryClass =

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First Light And Reionization Epoch Simulations (FLARES) XXI: The UV Indices of Galaxies in the Early Universe

ref [189] · 2605.13472 · notice #4811 · dispute

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Virtanen P., et al., 2020, @doi [Nature Methods] https://doi.org/10.1038/s41592-019-0686-2 , https://rdcu.be/b08Wh 17, 261

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LLM-ODE: Data-driven Discovery of Dynamical Systems with Large Language Models

ref [37] · 2603.20910 · notice #4813 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jar- rod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. 2020. SciPy 1.0: Fundamental Al- gorithms for Scientific Computing in Python.Nature Methods17 (2020), 261–272. doi:10.1038/s41592-019-0686-2
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Robust Matrix-Free Newton-Krylov Solvers via Automatic Differentiation

ref [27] · 2605.13378 · notice #4815 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, İ. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, SciPy 1.0 Contributors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Na- ture Methods 17 (2020) 261–272.doi:10.1038/s41592-019-0686-2
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Closed-Form Statistical Relations Between Projected Separation, Semimajor Axis, Companion Mass, and Host Acceleration

ref [14] · 2601.14688 · notice #4840 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Methods, 17, 261, doi:https://doi.org/10.1038/s41592-019-0686-2 This paper was built using the Open Journal of As- trophysics LATEX template. The OJA is a journal which provides fast and easy peer review for new papers in the astro-phsection of the arXiv, making the reviewing pro- cess simpler for authors and referees alike. Learn more athttp://astro.theoj.org
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PREFAB: PREFerence-based Affective Modeling for Low-Budget Self-Annotation

ref [67] · 2601.13904 · notice #4841 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jar- rod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. 2020. SciPy 1.0: Fundamental Al- gorithms for Scientific Computing in Python.Nature Methods17 (2020), 261–272. https://doi.org/10.1038/s41592-019-0686-2
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Optimal Option Portfolios for Skew-Elliptical t Returns

ref [21] · 2601.07991 · notice #4843 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, İ. Po- lat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2
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The First Model-Independent Upper Bound on Micro-lensing Signature of the Highest Mass Binary Black Hole Event GW231123

ref [101] · 2512.19077 · notice #4848 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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KiDS-Legacy: Constraining dark energy, neutrino mass, and curvature

ref [111] · 2512.11041 · notice #4850 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, http://dx.doi.org/10.1038/s41592-019-0686-2 black Nature Methods , 17, 261 https://rdcu.be/b08Wh

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, http://dx.doi.org/10.1038/s41592-019-0686-2 black Nature Methods, 17, 261 https://rdcu.be/b08Wh

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Shared representations in brains and models reveal a two-route cortical organization during scene perception

ref [87] · 2507.13941 · notice #4852 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C. J. Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental algorithms for scientific computing in Python. Nature Methods, 17:261–272, 2020. doi:10.1038/s41592-019-0686-2
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XSNAP: An X-ray Supernova Analysis Pipeline with Application to the Type II Supernova 2024ggi

ref [89] · 2511.10744 · notice #4860 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Rapid-response characterization of near-Earth asteroid 2024 YR4 during a Torino Scale 3 alert

ref [37] · 2511.09405 · notice #4862 · dispute

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Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Courna- peau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S.J., Brett, M., Wilson, J., Millman, K.J., Mayorov, N., Nelson, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C., Polat, I., Feng, Y., Moore, E.W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E.A., Harris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F., Mulbregt, P., Contributors, S...: SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods17(3), 261–272 (2020) https://doi.org/10.1038/s41592-019-0686-2
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Multidimensional Nebular-Phase Calculations of Dynamically-Driven Double-Degenerate Double-Detonation Models for Type Ia Supernovae

ref [108] · 2507.05000 · notice #4864 · dispute

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2 , https://rdcu.be/b08Wh 17, 261

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Development of an Optimized Parameter Set for Monovalent Ions in the Reference Interaction Site Model of Solvation

ref [36] · 2509.22430 · notice #4873 · dispute

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author author P. Virtanen , author R. Gommers , author T. E. \ Oliphant , author M. Haberland , author T. Reddy , author D. Cournapeau , author E. Burovski , author P. Peterson , author W. Weckesser , author J. Bright , author S. J. \ van der Walt , author M. Brett , author J. Wilson , author K. J. \ Millman , author N. Mayorov , author A. R. J. \ Nelson , author E. Jones , author R. Kern , author E. Larson , author C. J. \ Carey , author \. I . Polat , author Y. Feng , author E. W. \ Moore , author J. VanderPlas , author D. Laxalde , author J. Perktold , author R. Cimrman , author I. Henriksen , author E. A. \ Quintero , author C. R. \ Harris , author A. M. \ Archibald , author A. H. \ Ribeiro , author F. Pedregosa ,\ and\ author P. van Mulbregt ,\ title title SciPy 1.0: fundamental algorithms for scientific computing in Python , \ https://doi.org/10.1038/s41592-019-0686-2 journal journal Nature Methods \ volume 17 ,\ pages 261--272 ( year 2020 ) NoStop

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author author P. Virtanen, author R. Gommers, author T. E. Oliphant, author M. Haberland, author T. Reddy, author D. Cournapeau, author E. Burovski, author P. Peterson, author W. Weckesser, author J. Bright, author S. J. van der Walt, author M. Brett, author J. Wilson, author K. J. Millman, author N. Mayorov, author A. R. J. Nelson, author E. Jones, author R. Kern, author E. Larson, author C. J. Carey, author . I . Polat, author Y. Feng, author E. W. Moore, author J. VanderPlas, author D. Laxalde, author J. Perktold, author R. Cimrman, author I. Henriksen, author E. A. Quintero, author C. R. Harris, author A. M. Archibald, author A. H. Ribeiro, author F. Pedregosa, and author P. van Mulbregt, title title SciPy 1.0: fundamental algorithms for scientific computing in Python, https://doi.org/10.1038/s41592-019-0686-2 journal journal Nature Methods volume 17, pages 261--272 ( year 2020 )

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Technique-agnostic exoplanet demography for the Roman era -- I. Testing a demography retrieval framework using simulated Kepler-like transit datasets

ref [27] · 2509.24401 · notice #4876 · dispute

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2 , https://rdcu.be/b08Wh 17, 261

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2, https://rdcu.be/b08Wh 17, 261

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Cosmic dipole tensions: confronting the cosmic microwave background with infrared and radio populations of cosmological sources

ref [110] · 2509.18689 · notice #4878 · dispute

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2 , https://ui.adsabs.harvard.edu/abs/2020NatMe..17..261V 17, 261

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Stability-Constrained AC Optimal Power Flow--A Gaussian Process-Based Approach

ref [35] · 2507.23094 · notice #4885 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods , 17: 261–272, 2020. doi: 10.1038/s41592-019-0686-2

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods, 17: 261–272, 2020. doi: 10.1038/s41592-019-0686-2

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Co-Design Optimization for Data Center Cooling System via Digital Twin

ref [28] · 2605.15516 · notice #4886 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Courna- peau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S.J., etal., 2020, “SciPy1.0: FundamentalAlgorithmsforScientificComputing inPython,” NatureMethods,17, pp.261–272, doi:10.1038/s41592-019-0686-2. 11 List of Figures 1 Three-layer optimization framework for the Frontier cooling system. Layer 1 selects the integer partition of CDUs into subloops, Layer 2 optimizes the continuous flow fractions, and Layer 3 co-optimizes the total flow rate and supply temperature setpoint at each timestep. Strategy variants A, B, and C are defined as progressively richer instances of the framework. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 2 Strategy C savings as a function of the number of subloops (𝐾) under (a) balanced and (b) worst-case CDU assignment. The star marker denotes the current Frontier design(14,6,5). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 3 Comparison of Strategies A, B, and C (best partition per𝐾, balanced assignment). Error bars span the range across all partitions within each𝐾
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A fast tree algorithm for multi-component coagulation equation

ref [71] · 2605.18353 · notice #4891 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and Van Der Walt, St. Nat Methods , volume =. doi:10.1038/s41592-019-0686-2 , url =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and Van Der Walt, St. Nat Methods, volume =. doi:10.1038/s41592-019-0686-2, url =

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Hyrax: An Extensible Framework for Rapid ML Experimentation and Unsupervised Discovery in the Era of Rubin, Roman, and Euclid

ref [54] · 2605.18959 · notice #4894 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C J and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul and Vijaykumar, Aditya and Bardelli, Alessandro Pietro and Rothberg, Alex and Hilboll, Andreas and Kloeckner, Andreas and Scopatz, Anthony and Lee, Antony and Rokem, Ariel and Woods, C. Nathan and Fulton, Chad and Masson, Charles and H. 2020 , journal =. doi:10.1038/s41592-019-0686-2 , issn =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C J and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul and Vijaykumar, Aditya and Bardelli, Alessandro Pietro and Rothberg, Alex and Hilboll, Andreas and Kloeckner, Andreas and Scopatz, Anthony and Lee, Antony and Rokem, Ariel and Woods, C. Nathan and Fulton, Chad and Masson, Charles and H. 2020, journal =. doi:10.1038/s41592-019-0686-2, issn =

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OrganicHAR: Towards Activity Discovery in Organic Settings for Privacy Preserving Sensors Using Efficient Video Analysis

ref [68] · 2605.18455 · notice #4898 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. 2020. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods17 (2020), 261–272. https://doi.org/10.1038/s41592-019-0686-2
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Environmental Sculpting of Galaxy Structure at Fixed Stellar Mass: A Multi-Scale Analysis Across Cosmic Time using 3 Million HSC Galaxies

ref [82] · 2605.18963 · notice #4900 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C J and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul and Vijaykumar, Aditya and Bardelli, Alessandro Pietro and Rothberg, Alex and Hilboll, Andreas and Kloeckner, Andreas and Scopatz, Anthony and Lee, Antony and Rokem, Ariel and Woods, C. Nathan and Fulton, Chad and Masson, Charles and H. 2020 , journal =. doi:10.1038/s41592-019-0686-2 , issn =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C J and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul and Vijaykumar, Aditya and Bardelli, Alessandro Pietro and Rothberg, Alex and Hilboll, Andreas and Kloeckner, Andreas and Scopatz, Anthony and Lee, Antony and Rokem, Ariel and Woods, C. Nathan and Fulton, Chad and Masson, Charles and H. 2020, journal =. doi:10.1038/s41592-019-0686-2, issn =

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A 4200-hour HyperFlash and \'ECLAT campaign on the hyperactive FRB 20240114A: constraining energetics with the most brilliant bursts

ref [97] · 2605.18513 · notice #4901 · dispute

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2 , https://rdcu.be/b08Wh 17, 261

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2, https://rdcu.be/b08Wh 17, 261

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Ram-pressure stripping caught in action in a young cluster at $z = 2.51$

ref [39] · 2503.21724 · notice #4932 · dispute

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P. Virtanen, et al. , SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods 17, 261–272 (2020), doi:10.1038/s41592-019-0686-2

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P. Virtanen, et al., SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods 17, 261–272 (2020), doi:10.1038/s41592-019-0686-2

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Time-Dependent PDE-Constrained Optimization via Weak-Form Latent Dynamics

ref [61] · 2605.20639 · notice #4910 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. Van Der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, ˙I. Polat, Y . Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perk- told, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. Van Mulbregt, SciPy 1.0 Contributors, A. Vijaykumar, A. P. Bardelli, A. Rothberg, A. Hilboll, A. Kloeck- ner, A. Scopatz, A. Lee, A. Rokem, C. N. Woods, C. Fulton, C. Masson, C. Häggström, C. Fitzgerald, D. A. Nicholson, D. R. Hagen, D. V . Pasechnik, E. Olivetti, E. Martin, E. Wieser, F. Silva, F. Lenders, F. Wilhelm, G. Young, G. A. Price, G.-L. Ingold, G. E. Allen, G. R. Lee, H. Audren, I. Probst, J. P. Dietrich, J. Silterra, J. T. Webber, J. Slaviˇc, J. Nothman, J. Buchner, J. Kulick, J. L. Schönberger, J. V . De Miranda Cardoso, J. Reimer, J. Harrington, J. L. C. Rodríguez, J. Nunez-Iglesias, J. Kuczynski, K. Tritz, M. Thoma, M. Newville, M. Küm- merer, M. Bolingbroke, M. Tartre, M. Pak, N. J. Smith, N. Nowaczyk, N. Shebanov, O. Pavlyk, P. A. Br
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The heart of NGC 5253 as seen with MUSE-NFM: nitrogen enrichment through stellar chemical feedback at parsec scales

ref [132] · 2509.07810 · notice #4912 · dispute

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2 , https://ui.adsabs.harvard.edu/abs/2020NatMe..17..261V 17, 261

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2, https://ui.adsabs.harvard.edu/abs/2020NatMe..17..261V 17, 261

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Fully Analytic Nuclear Gradients for the Bethe--Salpeter Equation

ref [103] · 2507.02160 · notice #4916 · dispute

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author author P. Virtanen , author R. Gommers , author T. E. \ Oliphant , author M. Haberland , author T. Reddy , author D. Cournapeau , author E. Burovski , author P. Peterson , author W. Weckesser , author J. Bright , author S. J. \ van der Walt , author M. Brett , author J. Wilson , author K. J. \ Millman , author N. Mayorov , author A. R. J. \ Nelson , author E. Jones , author R. Kern , author E. Larson , author C. J. \ Carey , author I. Polat , author Y. Feng , author E. W. \ Moore , author J. VanderPlas , author D. Laxalde , author J. Perktold , author R. Cimrman , author I. Henriksen , author E. A. \ Quintero , author C. R. \ Harris , author A. M. \ Archibald , author A. H. \ Ribeiro , author F. Pedregosa , author P. van Mulbregt , \ and\ author S. . \ Contributors ,\ 10.1038/s41592-019-0686-2 journal journal Nat. Methods \ volume 17 ,\ pages 261 ( year 2020 ) NoStop

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author author P. Virtanen, author R. Gommers, author T. E. Oliphant, author M. Haberland, author T. Reddy, author D. Cournapeau, author E. Burovski, author P. Peterson, author W. Weckesser, author J. Bright, author S. J. van der Walt, author M. Brett, author J. Wilson, author K. J. Millman, author N. Mayorov, author A. R. J. Nelson, author E. Jones, author R. Kern, author E. Larson, author C. J. Carey, author I. Polat, author Y. Feng, author E. W. Moore, author J. VanderPlas, author D. Laxalde, author J. Perktold, author R. Cimrman, author I. Henriksen, author E. A. Quintero, author C. R. Harris, author A. M. Archibald, author A. H. Ribeiro, author F. Pedregosa, author P. van Mulbregt, and author S. . Contributors, 10.1038/s41592-019-0686-2 journal journal Nat. Methods volume 17, pages 261 ( year 2020 )

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HWO Target Stars and Systems: Activity and Rotation Catalog (ARC) of Potential Target Stars for the Habitable Worlds Observatory

ref [214] · 2605.22618 · notice #4917 · dispute

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Virtanen , P., Gommers , R., Oliphant , T. E., et al. 2020, Nature Medicine, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Medicine, 17, 261, 10.1038/s41592-019-0686-2

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Disentanglement Beyond Generative Models with Riemannian ICA

ref [81] · 2605.22531 · notice #4921 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C. J. Carey,˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental algorithms for scientific computing in Python.Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2
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First-Principles Turbulence-Driven Deflagration-to-Detonation Transition Mechanism for Near-Chandrasekhar Mass White Dwarf Progenitors

ref [83] · 2605.21575 · notice #4922 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Perturbation-theory informed integrators for cosmological simulations

ref [96] · 2301.09655 · notice #4928 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, İ. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, SciPy 1.0 Contributors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods 17 (2020) 261–272.doi:10.1038/s41592-019-0686-2
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The Shape of Attraction in UMAP: Exploring the Embedding Forces in Dimensionality Reduction

ref [9] · 2503.09101 · notice #4934 · dispute

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doi: 10.1038/s41592-019-0686-2. Yingfan Wang, Haiyang Huang, Cynthia Rudin, and Yaron Shaposhnik. Understanding how dimension reduction tools work: an empirical approach to deciphering t-SNE, UMAP, TriMAP, and PaCMAP for data visualization.The Journal of Machine Learning Research, 22(1):9129–9201,

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doi: 10.1038/s41592-019-0686-2. Yingfan Wang, Haiyang Huang, Cynthia Rudin, and Yaron Shaposhnik. Understanding how dimension reduction tools work: an empirical approach to deciphering t-SNE, UMAP, TriMAP, and PaCMAP for data visualization.The Journal of Machine Learning Research, 22(1):9129–9201

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LLMs on the Line: Data Determines Loss-to-Loss Scaling Laws

ref [48] · 2502.12120 · notice #4935 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt , S. J., Brett, M., Wilson, J., Millman, K. J., Mayorov, N., Nelson, A. R. J., Jones, E., Kern, R., Larson, E., Carey, C. J., Polat, \.I ., Feng, Y., Moore, E. W., VanderPlas , J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E. A., Harris, C. R., Archibald, A. M., Ribeiro, A. H., Pedregosa, F., van Mulbregt , P., and SciPy 1.0 Contributors . SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods, 17: 0 261--272, 2020. doi:10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S. J., Brett, M., Wilson, J., Millman, K. J., Mayorov, N., Nelson, A. R. J., Jones, E., Kern, R., Larson, E., Carey, C. J., Polat, .I ., Feng, Y., Moore, E. W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E. A., Harris, C. R., Archibald, A. M., Ribeiro, A. H., Pedregosa, F., van Mulbregt, P., and SciPy 1.0 Contributors . SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods, 17: 0 261--272, 2020. doi:10.1038/s41592-019-0686-2

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IQPopt: Fast optimization of instantaneous quantum polynomial circuits in JAX

ref [35] · 2501.04776 · notice #4936 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman,IanHenriksen,E.A.Quintero,CharlesR.Harris,AnneM.Archibald,Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. “SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python”. In:Nature Methods 17 (2020), pp. 261–272.doi: 10.1038/s41592-019-0686-2 (page 7). A Runtime analysis for the sparse implementation The SciPy package implements the SMPP algorithm for fast matrix multiplication found in [3]. For the matrix multiplicationM · N, where M is of dimensionm × k and N of dimension k × n this algorithm has runtime complexity O(m[max (nnzrow(M),nnzcol(N))2 + max(m, n)) (39) where nnzrow(M) and nnzcol(N) are the maximum number of non-zero entries in any row of M and column ofN. Using this, we can now consider each of the matrix mul
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Clinical utility of foundation models in musculoskeletal MRI for biomarker fidelity and predictive outcomes

ref [61] · 2501.13376 · notice #4937 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Pe- terson, W. Weckesser, J. Bright, S. J. Van Der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, I. Polat, Y. Feng, E. W. Moore, J. Vander- Plas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. Van Mulbregt, SciPy 1.0 Contributors, A. Vijaykumar, A. P. Bardelli, A. Rothberg, A. Hilboll, A. Kloeckner, A. Scopatz, A. Lee, A. Rokem, C. N. Woods, C. Fulton, C. Mas- son, C.Häggström, C.Fitzgerald, D.A.Nicholson, D.R.Hagen, D.V.Pasechnik, E.Olivetti, E.Martin, E. Wieser, F. Silva, F. Lenders, F. Wilhelm, G. Young, G. A. Price, G.-L. Ingold, G. E. Allen, G. R. Lee, H. Audren, I. Probst, J. P. Dietrich, J. Silterra, J. T. Webber, J. Slavič, J. Nothman, J. Buchner, J. Kulick, J. L. Schönberger, J. V. De Miranda Cardoso, J. Reimer, J. Harrington, J. L. C. Rodríguez, J. Nunez-Iglesias, J. Kuczynski, K. Tritz, M. Thoma, M. Newville, M. Kümmerer, M. Bolingbroke, M. Tartre, M. Pak, N. J. Smith, N. Nowaczyk, N. Shebanov, O. Pavlyk, P. A. Brodtkorb, P. Lee
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Training Hamiltonian neural networks without backpropagation

ref [32] · 2411.17511 · notice #4938 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stefan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, 6 Antonio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2
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Robust optimal design of large-scale Bayesian nonlinear inverse problems

ref [50] · 2409.09137 · notice #4941 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Lar- ROED OF INFINITE-DIMENSIONAL BAYESIAN NONLINEAR INVERSE PROBLEMS 27 son, C. J. Carey, ˙I. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, and SciPy 1.0 Contrib- utors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , Nature Methods, 17 (2020), pp. 261–272, https://doi.org/10.1038/s41592-019-0686-2

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Lar- ROED OF INFINITE-DIMENSIONAL BAYESIAN NONLINEAR INVERSE PROBLEMS 27 son, C. J. Carey, ˙I. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, and SciPy 1.0 Contrib- utors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods, 17 (2020), pp. 261–272, https://doi.org/10.1038/s41592-019-0686-2

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Can Asteroseismic Structure Inversions Be Performed in Structure-Dependent Coordinates?

ref [42] · 2606.25243 · notice #4943 · dispute

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Virtanen , P., Gommers , R., Oliphant , T. E., et al. 2020, title SciPy 1.0: fundamental algorithms for scientific computing in Python , http://doi.org/10.1038/s41592-019-0686-2 Nature Medicine , 17 https://ui.adsabs.harvard.edu/abs/2020NatMe..17..261V , 261 https://ui.adsabs.harvard.edu/abs/2020NatMe..17..261V

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: fundamental algorithms for scientific computing in Python, http://doi.org/10.1038/s41592-019-0686-2 Nature Medicine, 17 https://ui.adsabs.harvard.edu/abs/2020NatMe..17..261V, 261 https://ui.adsabs.harvard.edu/abs/2020NatMe..17..261V

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X-rays Mark the Spot: The Effects of Reduced Metallicity on X-ray AGN Obscuration at High Redshift

ref [70] · 2606.25018 · notice #4944 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, St. Nat Methods , keywords =. 2020 , bdsk-url-1 =. doi:10.1038/s41592-019-0686-2 , file =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, St. Nat Methods, keywords =. 2020, bdsk-url-1 =. doi:10.1038/s41592-019-0686-2, file =

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Investigation of the Two-Dimensional Velocity Field of the Large-Scale Coronal Wave from September 6, 2011 using the SOLERwave Tool

ref [39] · 2605.23599 · notice #4946 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, \. Nature Methods , publisher =. 2020 , keywords =. doi:10.1038/s41592-019-0686-2 , abstract =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, . Nature Methods, publisher =. 2020, keywords =. doi:10.1038/s41592-019-0686-2, abstract =

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An extremely bright slow-rising afterglow from an off-axis jet in GRB 260310A

ref [150] · 2605.23818 · notice #4947 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Medicine, 17, 261, doi: 10.1038/s41592-019-0686-2 ˇStrobl, J., Jel´ ınek, M., & Hudec, R. 2019, Astronomische Nachrichten, 340, 633, doi: 10.1002/asna.201913668 ˇStrobl, J., Jel´ ınek, M., Pol´ aˇ sek, C., & Hudec, R. 2023, Contributions of the Astronomical Observatory Skalnate Pleso, 53, 49, doi: 10.31577/caosp.2023.53.4.49
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Towards Doppler eclipse mapping of hot Jupiters. An observational perspective on WASP-33 b with SPIRou

ref [89] · 2605.22931 · notice #4950 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul , year=. SciPy 1.0: fundamental algorithms for scientific computing in Python , volume=. Nature Methods , publisher=. doi:10.1038/s41592-019-0686-2 , number=

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul, year=. SciPy 1.0: fundamental algorithms for scientific computing in Python, volume=. Nature Methods, publisher=. doi:10.1038/s41592-019-0686-2, number=

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PORTER: Language-Grounded Event Representations for Portable Structured EHR Foundation Models

ref [44] · 2606.24102 · notice #4955 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C. J. Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, 18 Portable EHR RepresentationsPreprint Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, Aditya Vijaykumar, Alessandro Pietro Bardelli, Alex Rothberg, Andreas Hilboll, Andreas Kloeckner, Anthony Scopatz, Antony Lee, Ariel Rokem, C. Nathan Woods, Chad Fulton, Charles Masson, Christian Häggström, Clark Fitzgerald, David A. Nicholson, David R. Hagen, Dmitrii V. Pasechnik, Emanuele Olivetti, Eric Martin, Eric Wieser, Fabrice Silva, Felix Lenders, Florian Wilhelm, G. Young, Gavin A. Price, Gert-Ludwig Ingold, Gregory E. Allen, Gregory R. Lee, Hervé Audren, Irvin Probst, Jörg P. Dietrich, Jacob Silterra, James T. Webber, Janko Slavič, Joel Nothman, Johannes Buchner, Johannes Kulick, Johannes
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Efficient Search for Detection Candidates Using a Peak Finder Strategy for All-Sky-All-Frequency Gravitational Wave Radiometer

ref [66] · 2511.17758 · notice #4956 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St´ efan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake Van- derPlas, Denis Laxalde, Josef Perktold, Robert Cimr- man, Ian Henriksen, E. A. Quintero, Charles R. Har- ris, Anne M. Archibald, Antˆ onio H. Ribeiro, Fabian Pe- dregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Com- puting in Python.Nature Methods, 17:261–272, 2020. doi:10.1038/s41592-019-0686-2
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SMR: Scheduler with Multi-Channel Map-Encoded Reinforcement Learning for Radio Telescopes

ref [27] · 2606.27021 · notice #4959 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2

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Nested Volume-Surface Integral Equations for Acoustics

ref [54] · 2607.06429 · notice #4961 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, War- ren Weckesser, Jonathan Bright, St´ efan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nel- son, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perk- told, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antˆ onio H. Ribeiro, Fabian Pedregosa, Paul van Mul- bregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods, 17:261–272, 2020. doi:10.1038/s41592-019-0686-2
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On the Variance of Temporal Difference Learning and its Reduction Using Control Variates

ref [30] · 2606.20357 · notice #4962 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St \'e fan J. van der Walt , Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, \.I lhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas , Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Ant \^o nio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt , and SciPy 1.0 Contributors . SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods, 17: 0 261--272, 2020. doi:10.1038/s41592-019-0686-2

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St e fan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, .I lhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Ant o nio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors . SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods, 17: 0 261--272, 2020. doi:10.1038/s41592-019-0686-2

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A modified Riemannian Levenberg-Marquardt Algorithm for robust or constraint optimization on manifolds

ref [50] · 2606.23560 · notice #4968 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cour- napeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, REFERENCES 25 R. Kern, E. Larson, C. J. Carey, İ. Polat, Y. Feng, E. W. Moore, J. Van- derPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, and SciPy 1.0 Contributors. “SciPy 1.0: Fundamental Algorithms for Scien- tific Computing in Python”. In:Nature Methods17 (2020), pp. 261–272.doi: 10.1038/s41592-019-0686-2
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Line Drawings using LightBenders: Authoring and Illuminating

ref [52] · 2606.22499 · notice #4972 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jar- rod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. 2020. SciPy 1.0: Fundamental Al- gorithms for Scientific Computing in Python.Nature Methods17 (2020), 261–272. doi:10.1038/s41592-019-0686-2
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Getting Tilted: Random Walk of Binary Black Hole Spin-Orbit Alignment in Dense Star Clusters

ref [1] · 2606.21691 · notice #4977 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Medicine , volume =. doi:10.1038/s41592-019-0686-2 , url =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Medicine, volume =. doi:10.1038/s41592-019-0686-2, url =

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Discovering a well-conditioned analytic continuation problem via dictionary learning

ref [87] · 2606.19205 · notice #4979 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, ˙I. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, SciPy 1.0 Contributors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods 17 (2020) 261–272. doi:10.1038/s41592-019-0686-2
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On the QUEST for Uncertainty Quantification via Highest Density Regions

ref [55] · 2606.19569 · notice #4989 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2
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DART: A design-aware microfluidic chip paradigm for real-time live-cell image analysis

ref [38] · 2606.18523 · notice #4991 · dispute

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Virtanen, P ., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P ., Weckesser, W., Bright, J., van der Walt, S.J., Brett, M., Wilson, J., Millman, K.J., Mayorov, N., Nelson, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C.J., Po- lat, ˙I., Feng, Y ., Moore, E.W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henrik- sen, I., Quintero, E.A., Harris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F ., van Mul- bregt, P ., and SciPy 1.0 Contributors (2020). SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods17, 261–272. doi:10.1038/s41592-019-0686-2. 22 Supplemental information DART: A design-aware microfluidic chip paradigm for real-time live-cell image analysis Johannes Seiffarth1, , Matthias Pesch1,2, , Lukas Scholtes3, , Dietrich Kohlheyer1, , Hanno Scharr3, , and Katharina N¨oh1, * 1Institute for Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum J¨ulich, J¨ulich, Germany 2Computational Systems Biotechnology (AVT.CSB), RWTH Aachen University, Aachen, Germany 3Institute for Advanced Simulation, IAS-8: Data Analytics and Machine Learning, Forschungszentrum J¨ulich, J¨ulich, Germ

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Virtanen, P ., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P ., Weckesser, W., Bright, J., van der Walt, S.J., Brett, M., Wilson, J., Millman, K.J., Mayorov, N., Nelson, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C.J., Po- lat, ˙I., Feng, Y ., Moore, E.W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henrik- sen, I., Quintero, E.A., Harris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F ., van Mul- bregt, P ., and SciPy 1.0 Contributors (2020). SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods17, 261–272. doi:10.1038/s41592-019-0686-2. 22 Supplemental information DART: A design-aware microfluidic chip paradigm for real-time live-cell image analysis Johannes Seiffarth1,, Matthias Pesch1,2,, Lukas Scholtes3,, Dietrich Kohlheyer1,, Hanno Scharr3,, and Katharina N¨oh1, * 1Institute for Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum J¨ulich, J¨ulich, Germany 2Computational Systems Biotechnology (AVT.CSB), RWTH Aachen University, Aachen, Germany 3Institute for Advanced Simulation, IAS-8: Data Analytics and Machine Learning, Forschungszentrum J¨ulich, J¨ulich, Germ

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Two-level convergence of Algebraic Multigrid with Overlapping Smoothers and Spectral Coarse Grids

ref [28] · 2606.18404 · notice #4993 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt , M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, \.I . Polat, Y. Feng, E. W. Moore, J. VanderPlas , D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt , and SciPy 1.0 Contributors , SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python , Nature Methods, 17 (2020), pp. 261--272, https://doi.org/10.1038/s41592-019-0686-2

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, .I . Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, and SciPy 1.0 Contributors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods, 17 (2020), pp. 261--272, https://doi.org/10.1038/s41592-019-0686-2

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PepsiCo Deploys AI-Driven Pricing and Promotion Optimization at Scale

ref [47] · 2606.17941 · notice #4997 · dispute

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Virtanen P, Gommers R, Oliphant TE, Haberland M, Reddy T, Cournapeau D, Burovski E, Peterson P, Weckesser W, Bright J, van der Walt SJ, Brett M, Wilson J, Millman KJ, Mayorov N, Nelson ARJ, Jones E, Kern R, Larson E, Carey CJ, Polat \.I , Feng Y, Moore EW, VanderPlas J, Laxalde D, Perktold J, Cimrman R, Henriksen I, Quintero EA, Harris CR, Archibald AM, Ribeiro AH, Pedregosa F, van Mulbregt P, SciPy 10 Contributors (2020) SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods 17:261--272, ://dx.doi.org/10.1038/s41592-019-0686-2

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Virtanen P, Gommers R, Oliphant TE, Haberland M, Reddy T, Cournapeau D, Burovski E, Peterson P, Weckesser W, Bright J, van der Walt SJ, Brett M, Wilson J, Millman KJ, Mayorov N, Nelson ARJ, Jones E, Kern R, Larson E, Carey CJ, Polat .I, Feng Y, Moore EW, VanderPlas J, Laxalde D, Perktold J, Cimrman R, Henriksen I, Quintero EA, Harris CR, Archibald AM, Ribeiro AH, Pedregosa F, van Mulbregt P, SciPy 10 Contributors (2020) SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods 17:261--272, ://dx.doi.org/10.1038/s41592-019-0686-2

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Learning-Augmented Approximation for Unrelated-Machines Makespan Scheduling

ref [15] · 2606.13133 · notice #5004 · dispute

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doi: 10.1038/s41592-019-0686-2. Wei, A. Better and simpler learning-augmented online caching. InApproximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM), volume 176 ofLeibniz International Proceedings in Informatics (LIPIcs), pp. 60:1–60:17. Schloss Dagstuhl – Leibniz-Zentrum für Informatik,

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doi: 10.1038/s41592-019-0686-2. Wei, A. Better and simpler learning-augmented online caching. InApproximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM), volume 176 ofLeibniz International Proceedings in Informatics (LIPIcs), pp. 60:1–60:17. Schloss Dagstuhl – Leibniz-Zentrum für Informatik

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SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning

ref [41] · 2606.13673 · notice #5006 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, İlhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2. 3, 4 28 SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning
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Spatially heterogeneous power-law attenuation with multiple relaxation mechanisms for ultrasound modeling

ref [43] · 2606.11103 · notice #5010 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St \'e fan J. van der Walt , Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, \.I lhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas , Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Ant \^o nio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt , and SciPy 1.0 Contributors . SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods, 17: 0 261--272, 2020. doi:10.1038/s41592-019-0686-2

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St e fan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, .I lhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Ant o nio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors . SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python . Nature Methods, 17: 0 261--272, 2020. doi:10.1038/s41592-019-0686-2

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A Constrained Natural-Language Interface for Variational Multi-Physics Finite Element Simulations in FEniCS

ref [43] · 2606.10928 · notice #5011 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, et al. SciPy 1.0: Fundamental algorithms for scientific com- puting in Python.Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2. 20 Supplementary Information Parser benchmark prompt list The supplementary parser prompt list for the paper-facing set contains the 15 parser benchmark prompts only: 10 accept cases spanning the five physics classes used in the paper, together with 2 ambiguous prompts and 3 invalid prompts. Table S1: Parser benchmark prompts used in the paper-facing benchmark set. Case ID Category Target class Prompt summary parser_01_linear_cantileve r_informal accept linear_elasticitySteel cantilever, 250 mm long and 25 mm wide, left end clamped, 750 N downward tip load. parser_02_linear_mixed_uni ts_plate_hole accept linear_elasticityAluminum plate with mixed units, centered 6 mm hole, left edge clamped, 50 MPa tension on the right. parser_03_hyper_block_shea r accept hyperelasticity 3D rubber block, bottom fixed, top pushed 5 mm in shear with large deformation expected. parser_04_hyper_silicone_g asket accept hyperelasticitySilicone gasket compressed 25% between rigid plates. parser_05_plastic_coupon_d
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Quo Vadis, Visual In-Context Learning? A Unified Benchmark Across Domains and Tasks

ref [93] · 2606.10967 · notice #5015 · dispute

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Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S.J., Brett, M., Wilson, J., Millman, K.J., Mayorov, N., Nelson, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C.J., Polat, ˙I., Feng, Y ., Moore, E.W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E.A., Harris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F., van Mulbregt, P., SciPy 1.0 Contributors: SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods17, 261–272 (2020). https://doi.org/10.1038/s41592-019-0686-2 15
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A universal model for the accretion rates and formation times of dark matter halos

ref [104] · 2606.09997 · notice #5018 · dispute

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Virtanen , P., Gommers , R., Oliphant , T. E., et al. 2020, title SciPy 1.0: fundamental algorithms for scientific computing in Python , Nature Medicine, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: fundamental algorithms for scientific computing in Python, Nature Medicine, 17, 261, 10.1038/s41592-019-0686-2

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ERBench: A Benchmark and Testsuite for Equation Discovery Algorithms

ref [4] · 2606.09276 · notice #5021 · dispute

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doi: 10.1038/s41592-019-0686-2. [Online; accessed 24-April-2025]. Ekaterina (Katya) Vladislavleva, Guido Smits, and Dick den Hertog. Order of nonlinearity as a complexity measure for models generated by symbolic regression via pareto genetic programming.Evolutionary Computation, IEEE Transactions on, 13:333 – 349, 05 2009. doi: 10.1109/TEVC.2008.926486. Wikipedia. List of scientific equations named after people — Wikipedia, the free en- cyclopedia. http://en.wikipedia.org/w/index.php?title=List%20of%20scientific% 20equations%20named%20after%20people&oldid=1249228356, 2025. [Online; accessed 24-April-2025]. Piotr Wyrwiński and Krzysztof Krawiec. Guiding genetic programming with graph neural networks. InProceedings of the Genetic and Evolutionary Computation Conference Com- panion, GECCO ’24 Companion, page 551–554, New York, NY, USA, 2024. Association for Computing Machinery. ISBN 9798400704956. doi: 10.1145/3638530.3654277. URL https://doi.org/10.1145/3638530.3654277. Yilong Xu, Yang Liu, and Hao Sun. Reinforcement symbolic regression machine. In The Twelfth International Conference on Learning Representations, 2024. URLhttps: //openreview.net/forum?id=PJVUWpPnZC. Kaizhong Zhang an
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Methods for Inferring Interaction Potentials from Cross-Linking Mass Spectrometry Data

ref [31] · 2606.05541 · notice #5028 · dispute

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author author P. Virtanen , author R. Gommers , author T. E. \ Oliphant , author M. Haberland , author T. Reddy , author D. Cournapeau , author E. Burovski , author P. Peterson , author W. Weckesser , author J. Bright , author S. J. \ van der Walt , author M. Brett , author J. Wilson , author K. J. \ Millman , author N. Mayorov , author A. R. J. \ Nelson , author E. Jones , author R. Kern , author E. Larson , author C. J. \ Carey , author \.I . Polat , author Y. Feng , author E. W. \ Moore , author J. VanderPlas , author D. Laxalde , author J. Perktold , author R. Cimrman , author I. Henriksen , author E. A. \ Quintero , author C. R. \ Harris , author A. M. \ Archibald , author A. H. \ Ribeiro , author F. Pedregosa , author P. van Mulbregt , \ and\ author SciPy 1.0 Contributors ,\ title title SciPy 1.0: F undamental algorithms for scientific computing in P ython , \ 10.1038/s41592-019-0686-2 journal journal Nat. Methods \ volume 17 ,\ pages 261--272 ( year 2020 ) NoStop

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author author P. Virtanen, author R. Gommers, author T. E. Oliphant, author M. Haberland, author T. Reddy, author D. Cournapeau, author E. Burovski, author P. Peterson, author W. Weckesser, author J. Bright, author S. J. van der Walt, author M. Brett, author J. Wilson, author K. J. Millman, author N. Mayorov, author A. R. J. Nelson, author E. Jones, author R. Kern, author E. Larson, author C. J. Carey, author .I . Polat, author Y. Feng, author E. W. Moore, author J. VanderPlas, author D. Laxalde, author J. Perktold, author R. Cimrman, author I. Henriksen, author E. A. Quintero, author C. R. Harris, author A. M. Archibald, author A. H. Ribeiro, author F. Pedregosa, author P. van Mulbregt, and author SciPy 1.0 Contributors, title title SciPy 1.0: F undamental algorithms for scientific computing in P ython, 10.1038/s41592-019-0686-2 journal journal Nat. Methods volume 17, pages 261--272 ( year 2020 )

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MIRAI: Prediction and Generation of High-Impact Academic Research

ref [37] · 2606.05443 · notice #5031 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2
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Upper limits on exosatellites around $\beta$ Pictoris b

ref [67] · 2606.04685 · notice #5033 · dispute

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Virtanen P., et al., 2020, @doi [Nature Methods] https://doi.org/10.1038/s41592-019-0686-2 , https://rdcu.be/b08Wh 17, 261

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AIP: A Graph Representation for Learning and Governing Agent Skills

ref [26] · 2606.04781 · notice #5034 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jar- rod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C.J. Carey, Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. 2020. SciPy 1.0: Fundamental Al- gorithms for Scientific Computing in Python.Nature Methods17 (2020), 261–272. https://doi.org/10.1038/s41592-019-0686-2
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GREX-PLUS Science Book v2

ref [158] · 2606.05237 · notice #5036 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. 2020 , bdsk-url-1 =. doi:10.1038/s41592-019-0686-2 , journal =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. 2020, bdsk-url-1 =. doi:10.1038/s41592-019-0686-2, journal =

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The Role of Source Geometry and Atmospheric Propagation in Global Bolide Infrasound Detectability

ref [80] · 2606.04278 · notice #5037 · dispute

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author Virtanen, P. , author Gommers, R. , author Oliphant, T.E. , author Haberland, M. , author Reddy, T. , author Cournapeau, D. , author Burovski, E. , author Peterson, P. , author Weckesser, W. , author Bright, J. , author van der Walt, S.J. , author Brett, M. , author Wilson, J. , author Millman, K.J. , author Mayorov, N. , author Nelson, A.R.J. , author Jones, E. , author Kern, R. , author Larson, E. , author Carey, C.J. , author Polat, \.I . , author Feng, Y. , author Moore, E.W. , author Vand erPlas, J. , author Laxalde, D. , author Perktold, J. , author Cimrman, R. , author Henriksen, I. , author Quintero, E.A. , author Harris, C.R. , author Archibald, A.M. , author Ribeiro, A.H. , author Pedregosa, F. , author van Mulbregt, P. , author SciPy 1.0 Contributors , year 2020 . title SciPy 1.0: Fundamental algorithms for scientific computing in python . journal Nature Methods volume 17 , pages 261--272 . :10.1038/s41592-019-0686-2

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author Virtanen, P., author Gommers, R., author Oliphant, T.E., author Haberland, M., author Reddy, T., author Cournapeau, D., author Burovski, E., author Peterson, P., author Weckesser, W., author Bright, J., author van der Walt, S.J., author Brett, M., author Wilson, J., author Millman, K.J., author Mayorov, N., author Nelson, A.R.J., author Jones, E., author Kern, R., author Larson, E., author Carey, C.J., author Polat, .I ., author Feng, Y., author Moore, E.W., author Vand erPlas, J., author Laxalde, D., author Perktold, J., author Cimrman, R., author Henriksen, I., author Quintero, E.A., author Harris, C.R., author Archibald, A.M., author Ribeiro, A.H., author Pedregosa, F., author van Mulbregt, P., author SciPy 1.0 Contributors, year 2020 . title SciPy 1.0: Fundamental algorithms for scientific computing in python . journal Nature Methods volume 17, pages 261--272 . :10.1038/s41592-019-0686-2

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Probing the Variation of the Inner Surface-Brightness Profile of Nuclear Star Clusters on the Intermediate-Mass Black Hole Mass Measurements Using Mock Observations of ELT/MICADO and HARMONI

ref [84] · 2606.03597 · notice #5040 · dispute

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Virtanen, P .; Gommers, R.; Oliphant, T.E.; Haberland, M.; Reddy, T.; Cournapeau, D.; Burovski, E.; Peterson, P .; Weckesser, W.; Bright, J.; et al. SciPy 1.0: Fundamental algorithms for scientific computing in Python.Nat. Methods2020,17, 261–272. https://doi.org/10.1038/s41592-019-0686-2
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The VMC survey -- LV. The coherent expansion of the SMC

ref [10] · 2606.03901 · notice #5041 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and others , title =. Nature Methods , year =. doi:10.1038/s41592-019-0686-2 , url =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and others, title =. Nature Methods, year =. doi:10.1038/s41592-019-0686-2, url =

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Iterative Thermodynamic Augmentation of Spatially Resolved Analytic Microscopy for Fast-Diffusing Solutes

ref [41] · 2606.01793 · notice #5051 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, İ. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, SciPy 1.0: fundamental algo- rithms for scientific computing in python, Nature methods 17 (3) (2020) 261–272.doi:10.1038/s41592-019-0686-2
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Automated Erythrocyte Detection and Tracking for Retinal Blood Flow Quantification in Erythrocyte-Mediated Angiography

ref [34] · 2606.01006 · notice #5056 · dispute

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Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cour- napeau, F., Peterson, E., Muller, A., Klőckner, A., Brett, M., et al.: SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python (2020).https: //doi.org/10.1038/s41592-019-0686-2, https://rdcu.be
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Detection of CO, H$_2$O, and OH in WASP-18b with JWST/NIRISS using Direct-Extracted Spectra and Cross-Correlation

ref [51] · 2605.30871 · notice #5057 · dispute

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, Nature Medicine, 17, 261, doi: 10.1038/s41592-019-0686-2 19 12 10 8 6 4 2 log10 VMR (H2O) 6 5 4 3 2 1 0 1 2 equ chem 12 10 8 6 4 2 log10 VMR (CO) 6 5 4 3 2 1 0 1 2 12 10 8 6 4 2 log10 VMR (CO2) 6 5 4 3 2 1 0 1 2 12 10 8 6 4 2 log10 VMR (HCN) 6 5 4 3 2 1 0 1 2 log10 Pressure (bar) 12 10 8 6 4 2 log10 VMR (H ) 6 5 4 3 2 1 0 1 2 12 10 8 6 4 2 log10 VMR (OH) 6 5 4 3 2 1 0 1 2 12 10 8 6 4 2 log10 VMR (FeH) 6 5 4 3 2 1 0 1 2 12 10 8 6 4 2 log10 VMR (TiO) 6 5 4 3 2 1 0 1 2 12 10 8 6 4 2 log10 VMR (VO) 6 5 4 3 2 1 0 1 2 free+diss. free+diss. Coulombe et al. 2023 Figure 12.Posterior distributions of the VMRs for key atmospheric species in WASP-18b. The blue lines and shaded regions represent the median VMR profiles and their 1σuncertainties derived from our equilibrium chemistry retrieval. The red histograms show the posterior distributions of the deep abundances retrieved from our free chemistry with thermal dissociation (free+diss.) retrieval. For comparison, the yellow-filled histograms display the corresponding results from the free+diss. retrieval of L.-P. Coulombe et al. (2023)
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Prospects of resolving and localising individual supermassive black hole binaries with pulsar timing arrays: the host ranking challenge

ref [169] · 2606.00218 · notice #5060 · dispute

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Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2 , https://ui.adsabs.harvard.edu/abs/2020NatMe..17..261V 17, 261

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amerta: A Python Library for Idealized 1D Saint--Venant Dam-Break Simulation

ref [33] · 2605.31011 · notice #5061 · dispute

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Virtanen, P.; Gommers, R.; Oliphant, T.E.; Haberland, M.; Reddy, T.; Cournapeau, D.; Burovski, E.; Peterson, P.; Weckesser, W.; Bright, J.; van der Walt, S.J.; Brett, M.; Wilson, J.; Millman, K.J.; Mayorov, N.; Nelson, A.R.J.; Jones, E.; Kern, R.; Larson, E.; Carey, C.J.; Polat, ˙I; Feng, Y.; Moore, E.W.; VanderPlas, J.; Laxalde, D.; Perktold, J.; Cimrman, R.; Henriksen, I.; Quintero, E.A.; Har- ris, C.R.; Archibald, A.M.; Ribeiro, A.H.; Pedregosa, F.; van Mulbregt, P.; SciPy 1.0 Contributors. SciPy 1.0: fundamental algorithms for scientific computing in Python.Nat. Methods2020,17, 261–272. https://doi.org/10.1038/s41592-019-0686-2
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Multivariate Distributional Reinforcement Learning Using Sliced Divergences

ref [3] · 2605.31222 · notice #5062 · dispute

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Springer, 2008. Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S. J., Brett, M., Wilson, J., Millman, K. J., Mayorov, N., Nelson, A. R. J., Jones, E., Kern, R., Larson, E., Carey, C. J., Polat, ˙I., Feng, Y ., Moore, E. W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E. A., Harris, C. R., Archibald, A. M., Ribeiro, A. H., Pedregosa, F., van Mulbregt, P., and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2. Wiltzer, H., Farebrother, J., Gretton, A., and Rowland, M. Foundations of multivariate distributional reinforcement learning.Advances in Neural Information Processing Systems, 37:101297–101336, 2024a. Wiltzer, H., Farebrother, J., Gretton, A., and Rowland, M. Foundations of multivariate distributional reinforcement learning, 2024b. URL https://arxiv.org/abs/ 2409.00328. Zhang, P., Chen, X., Zhao, L., Xiong, W., Qin, T., and Liu, T.-Y . Distributional reinforcement learning for multi- dimensional reward functions.Advances in Neura
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Modelling chronic stress as an excitatory-inhibitory perturbation in recurrent working-memory networks

ref [55] · 2606.27529 · notice #5065 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J van der Walt, Matthew Brett, Joshua Wilson, K Jarrod Millman, Nikolay Mayorov, Andrew R J Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E A Quintero, Charles R Harris, Anne M Archibald, Antônio H Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental algorithms for scientific computing in python. 17:261–272. doi:10.1038/s41592-019-0686-2. URLhttp://dx.doi.org/10.1038/s41592-019-0686-2
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The Hidden Geometry of Astrophysical Spectra: Path-Signatures of Line Profiles

ref [94] · 2606.27432 · notice #5068 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stéfan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, İlhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antônio H. and Pedregosa, Fabian and van Mulbregt, Paul and Vijaykumar, Aditya and Bardelli, Alessandro Pietro and Rothberg, Alex and Hilboll, Andreas and Kloeckner, Andreas and Scopatz, Anthony and Lee, Antony and Rokem, Ariel and Woods, C. Nathan and Fulton, Chad and Masson, Charles and Häggström, Christian and Fitzgerald, Clark and Nicholson, David A. and Hagen, David R. and Pasechnik, Dmitrii V. and Olivetti, Emanuele and Martin, Eric and Wieser, Eric and Silva, Fabrice and Lenders, Felix and Wilhelm, Florian and Young, G. and Price, Gavin A. and Ingold, Gert-
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Bargmann Zeros as a Diagnostic of the Tunneling Transition in Double-Well Quantum Systems

ref [18] · 2605.25862 · notice #5084 · dispute

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doi:10.1038/s41592-019-0686-2. Jean Zinn-Justin and Ulrich D. Jentschura. Multi-instantons and exact results II: Specific cases, higher-order effects, and numerical calculations.Annals of Physics, 313(2):269–325,

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doi:10.1038/s41592-019-0686-2. Jean Zinn-Justin and Ulrich D. Jentschura. Multi-instantons and exact results II: Specific cases, higher-order effects, and numerical calculations.Annals of Physics, 313(2):269–325

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The NANOGrav 15 yr Data Set: Impacts of Customized Chromatic Noise Models on Gravitational Wave Analyses

ref [287] · 2606.28554 · notice #5088 · dispute

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SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods , year = 2020, volume = 17, pages =. doi:10.1038/s41592-019-0686-2 , adsurl =

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SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods, year = 2020, volume = 17, pages =. doi:10.1038/s41592-019-0686-2, adsurl =

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The NANOGrav 15 yr Data Set: Customized Chromatic Noise Models

ref [290] · 2606.28571 · notice #5090 · dispute

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SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods , year = 2020, volume = 17, pages =. doi:10.1038/s41592-019-0686-2 , adsurl =

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SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods, year = 2020, volume = 17, pages =. doi:10.1038/s41592-019-0686-2, adsurl =

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Asymmetric nightside CO2 features, inefficient heat transport, and precise evolutionary constraints: Spectroscopic phase curves reveal the past and present of a white dwarf-brown dwarf binary

ref [73] · 2606.30112 · notice #5092 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. doi:10.1038/s41592-019-0686-2 , journal =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. doi:10.1038/s41592-019-0686-2, journal =

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An Interpretable Latency Model for Speculative Decoding in LLM Serving

ref [11] · 2605.15051 · notice #5100 · dispute

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doi: 10.1038/s41592-019-0686-2. Samuel Williams, Andrew Waterman, and David Patterson. Roofline: an insightful visual performance model for multicore architectures.Communications of the ACM, 52(4):65–76,

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doi: 10.1038/s41592-019-0686-2. Samuel Williams, Andrew Waterman, and David Patterson. Roofline: an insightful visual performance model for multicore architectures.Communications of the ACM, 52(4):65–76

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Detection and characterization of the temperate super-earth Gliese 48 b

ref [15] · 2605.11123 · notice #5102 · dispute

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doi:10.1038/s41592-019-0686-2. 2020NatMe..17..261V Vogt, S.S., Allen, S.L., Bigelow, B.C., Bresee, L., Brown, B., Cantrall, T., and, ...: 1994,Instrumentation in Astronomy VIII2198,

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doi:10.1038/s41592-019-0686-2. 2020NatMe..17..261V Vogt, S.S., Allen, S.L., Bigelow, B.C., Bresee, L., Brown, B., Cantrall, T., and, ...: 1994,Instrumentation in Astronomy VIII2198

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State-of-the-art Observation, Calibration, and Imaging Framework for Solar and Heliospheric Sciences with SKA

ref [284] · 2606.31520 · notice #5108 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Methods , volume = 17, pages =. doi:10.1038/s41592-019-0686-2 , adsurl =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Methods, volume = 17, pages =. doi:10.1038/s41592-019-0686-2, adsurl =

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Fast Graph-based Higher-Order Clustering Statistics on the GPU

ref [42] · 2607.06604 · notice #5113 · dispute

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Virtanen , P., Gommers , R., Oliphant , T. E., et al. 2020, title SciPy 1.0: fundamental algorithms for scientific computing in Python , Nature Medicine, 17, 261, 10.1038/s41592-019-0686-2

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Virtanen, P., Gommers, R., Oliphant, T. E., et al. 2020, title SciPy 1.0: fundamental algorithms for scientific computing in Python, Nature Medicine, 17, 261, 10.1038/s41592-019-0686-2

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Precision Solar System Dynamics for Ultralight Dark Matter Search

ref [63] · 2607.00072 · notice #5122 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. 24 Carey, ˙I. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, and SciPy 1.0 Contributors, “SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python,”Nature Methods17 (2020) 261–272. https://doi.org/10.1038/s41592-019-0686-2
Correction Open
Choreographing the Way of Water: A Computational Framework for Aquatic Robotic Art

ref [23] · 2607.02174 · notice #5125 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J van der Walt, Matthew Brett, Joshua Wilson, K Jarrod Millman, Nikolay Mayorov, Andrew R J Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, İlhan Polat, Yu Feng, Eric W Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E A Quintero, Charles R Harris, Anne M Archibald, Antônio H Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. 2020. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python.Nature Methods17 (2020), 261–272. https://doi.org/10.1038/s41592-019-0686-2
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Mitigating Charge Migration in JWST NIRISS Reveals That KELT-7 b is a Metal-enriched Ultra-hot Jupiter Orbiting a Young Metal-rich Star

ref [25] · 2607.06708 · notice #5127 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Methods , title =. 2020 , pages =. doi:10.1038/s41592-019-0686-2 , groups =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Methods, title =. 2020, pages =. doi:10.1038/s41592-019-0686-2, groups =

Correction Open
Exact vs approximate second-order derivatives in vertically-integrated ice sheet models

ref [40] · 2606.23691 · notice #5129 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, İ. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pe- dregosa, P. van Mulbregt, SciPy 1.0 Contributors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Nature Methods 17 (2020) 261–272.doi:10.1038/s41592-019-0686-2
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The Pinocchio Dimension: Phenomenality of Experience as the Primary Axis of LLM Psychometric Differences

ref [38] · 2605.05080 · notice #4649 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. Van Der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul Van Mulbregt, SciPy 1.0 Contributors, Aditya Vijaykumar, Alessandro Pietro Bardelli, Alex Rothberg, Andreas Hilboll, Andreas Kloeckner, Anthony Scopatz, Antony Lee, Ariel Rokem, C. Nathan Woods, Chad Fulton, Charles Masson, Christian Häggström, Clark Fitzgerald, David A. Nicholson, David R. Hagen, Dmitrii V . Pasechnik, Emanuele Olivetti, Eric Martin, Eric Wieser, Fabrice Silva, Felix Lenders, Florian Wilhelm, G. Young, Gavin A. Price, Gert-Ludwig Ingold, Gregory E. Allen, Gregory R. Lee, Hervé Audren, Irvin Probst, Jörg P. Dietrich, Jacob Silterra, James T Webber, Janko Slaviˇc, Joel Nothman, Johannes Buchner, Johannes Kulick, Johannes L. Schönberger,

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, Stéfan J. Van Der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antônio H. Ribeiro, Fabian Pedregosa, Paul Van Mulbregt, SciPy 1.0 Contributors, Aditya Vijaykumar, Alessandro Pietro Bardelli, Alex Rothberg, Andreas Hilboll, Andreas Kloeckner, Anthony Scopatz, Antony Lee, Ariel Rokem, C. Nathan Woods, Chad Fulton, Charles Masson, Christian Häggström, Clark Fitzgerald, David A. Nicholson, David R. Hagen, Dmitrii V . Pasechnik, Emanuele Olivetti, Eric Martin, Eric Wieser, Fabrice Silva, Felix Lenders, Florian Wilhelm, G. Young, Gavin A. Price, Gert-Ludwig Ingold, Gregory E. Allen, Gregory R. Lee, Hervé Audren, Irvin Probst, Jörg P. Dietrich, Jacob Silterra, James T Webber, Janko Slaviˇc, Joel Nothman, Johannes Buchner, Johannes Kulick, Johannes L. Schönberger

Correction Open
Detections of nearly bias-free core shifts with 5-30 $\mu$as precisions at 8-43 GHz in BL Lacertae

ref [3] · 2604.20095 · notice #4706 · dispute

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Medicine , keywords =. doi:10.1038/s41592-019-0686-2 , archivePrefix =. 1907.10121 , primaryClass =

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SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Medicine, keywords =. doi:10.1038/s41592-019-0686-2, archivePrefix =. 1907.10121, primaryClass =

Correction Open
Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

ref [86] · 2209.03003 · notice #4734 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Courna- peau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St ´efan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Ant ˆonio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Con- tributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2
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A Statistical-AI Framework for Detecting Transient Flares in SDSS Stripe 82 Quasar Light Curves

ref [21] · 2604.08196 · notice #4753 · dispute

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author author P. Virtanen et al. ,\ 10.1038/s41592-019-0686-2 journal journal Nature Methods \ volume 17 ,\ pages 261 ( year 2020 ) NoStop

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author author P. Virtanen et al., 10.1038/s41592-019-0686-2 journal journal Nature Methods volume 17, pages 261 ( year 2020 )

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Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

ref [58] · 2407.21787 · notice #4789 · dispute

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Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St´ efan J. van der Walt, Matthew Brett, Joshua Wilson, K. Jarrod Millman, Nikolay Mayorov, Andrew R. J. Nelson, Eric Jones, Robert Kern, Eric Larson, C J Carey, ˙Ilhan Polat, Yu Feng, Eric W. Moore, Jake VanderPlas, Denis Laxalde, Josef Perktold, Robert Cimrman, Ian Henriksen, E. A. Quintero, Charles R. Harris, Anne M. Archibald, Antˆ onio H. Ribeiro, Fabian Pedregosa, Paul van Mulbregt, and SciPy 1.0 Contributors. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods, 17:261–272, 2020. doi: 10.1038/s41592-019-0686-2. 17
Correction Open
Calibration of stress-jump conditions for arbitrary flow directions in fluid-porous systems

ref [38] · 2605.12329 · notice #4794 · dispute

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Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S.J., Brett, M., Wilson, J., Millman, K.J., Mayorov, N., Nel- son, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C.J., Polat, I., Feng, Y., Moore, E.W., VanderPlas, J., Laxalde, D., Perk- told, J., Cimrman, R., Henriksen, I., Quin- tero, E.A., Harris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F., van Mulbregt, P.: SciPy 1.0: Fundamental algorithms for scientific computing in Python. Nat. Meth- ods. 17(3), 261–272 (2020) https://doi.org/ 10.1038/s41592-019-0686-2
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Assessment of Time-of-Arrival Estimation Methods for Impact Detection in Isotropic Plates using Piezoceramic Sensors

ref [75] · 2605.11763 · notice #4801 · dispute

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Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., van der Walt, S.J., Brett, M., Wilson, J., Millman, K.J., Mayorov, N., Nelson, A.R.J., Jones, E., Kern, R., Larson, E., Carey, C.J., Polat, I., Feng, Y., Moore, E.W., VanderPlas, J., Laxalde, D., Perktold, J., Cimrman, R., Henriksen, I., Quintero, E.A., Harris, C.R., Archibald, A.M., Ribeiro, A.H., Pedregosa, F., van Mulbregt, P., SciPy 1.0 Contributors, 2020. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods 17, 261–272. doi:doi:10.1038/s41592-019-0686-2
Correction Open
Optimal Experimental Design using Eigenvalue-Based Criteria with Pyomo.DoE

ref [82] · 2604.03354 · notice #4805 · dispute

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P. Virtanen, R. Gommers, T. E. Oliphant, M. Haberland, T. Reddy, D. Cournapeau, E. Burovski, P. Peterson, W. Weckesser, J. Bright, S. J. van der Walt, M. Brett, J. Wilson, K. J. Millman, N. Mayorov, A. R. J. Nelson, E. Jones, R. Kern, E. Larson, C. J. Carey, İ. Polat, Y. Feng, E. W. Moore, J. VanderPlas, D. Laxalde, J. Perktold, R. Cimrman, I. Henriksen, E. A. Quintero, C. R. Harris, A. M. Archibald, A. H. Ribeiro, F. Pedregosa, P. van Mulbregt, SciPy 1.0 Contributors, SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python, Na- ture Methods 17 (2020) 261–272.doi:10.1038/s41592-019-0686-2
Correction Open
TNG SAM: Bridging Hydrodynamical Complexity and Semi-Analytic Efficiency to Model Galaxy Formation

ref [21] · 2606.18352 · notice #4996 · dispute

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stefan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, Ilhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antonio H. and Pedregosa, Fabian and van Mulbregt, Paul , month =. Nat Methods , publisher =. 2020 , comment =. doi:10.1038/s41592-019-0686-2 , abstract =

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Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and van der Walt, Stefan J. and Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and Kern, Robert and Larson, Eric and Carey, C. J. and Polat, Ilhan and Feng, Yu and Moore, Eric W. and VanderPlas, Jake and Laxalde, Denis and Perktold, Josef and Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and Harris, Charles R. and Archibald, Anne M. and Ribeiro, Antonio H. and Pedregosa, Fabian and van Mulbregt, Paul, month =. Nat Methods, publisher =. 2020, comment =. doi:10.1038/s41592-019-0686-2, abstract =

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