PPAT residualizes losses via a prediction-powered control variate inside LURE, yielding lower-variance unbiased risk estimates, tailored acquisition, and asymptotic CIs that cover with fewer labels.
Nature methods , volume=
8 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
fields
astro-ph.EP 1 astro-ph.HE 1 cs.HC 1 cs.LG 1 math.OC 1 physics.ao-ph 1 physics.chem-ph 1 stat.ML 1years
2026 8representative citing papers
A parametric autoencoder with non-negativity and softmax constraints learns interpretable latent chemical components and couples them to kinetics and heat release for improved reduced-order modeling of decomposition.
SPACO is a single-loop penalty-based stochastic algorithm for minimax optimization with nonlinear coupled constraints, achieving non-asymptotic complexity bounds and asymptotic convergence to enhanced KKT points.
Highland lunar impact flashes decay more slowly and last longer than mare flashes, indicating that early cratering stages depend on lunar surface lithology.
Tonic electrodermal activity responds additively to cognitive stress and physical exertion with no interaction, making it the strongest candidate for stress detection during activity among the five signals tested.
Rain on Rosh Chodesh or Shabbat Mevarechim raises the probability of a rainy month by roughly 16 percentage points in 1950-2024 Israeli data, with the signal weakening over time in line with shorter precipitation events.
Toeplitz MLP Mixers replace attention with masked Toeplitz multiplications for sub-quadratic complexity while retaining more sequence information and outperforming on copying and in-context tasks.
Multi-wavelength analysis of SN 2024jlc classifies it as an SLSN-Ib whose light curve fits circumstellar interaction or magnetar spin-down plus nickel decay, suggesting it bridges to SE-SNe via powering mechanism.
citing papers explorer
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Prediction-Powered Active Testing
PPAT residualizes losses via a prediction-powered control variate inside LURE, yielding lower-variance unbiased risk estimates, tailored acquisition, and asymptotic CIs that cover with fewer labels.
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A Data-Driven Parametric Reduced-Order Chemical Kinetics Model Derived from Atomistic Simulations
A parametric autoencoder with non-negativity and softmax constraints learns interpretable latent chemical components and couples them to kinetics and heat release for improved reduced-order modeling of decomposition.
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A Single-Loop Penalty-based Algorithm for Stochastic Minimax Optimization with Nonlinear Coupled Constraints
SPACO is a single-loop penalty-based stochastic algorithm for minimax optimization with nonlinear coupled constraints, achieving non-asymptotic complexity bounds and asymptotic convergence to enhanced KKT points.
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Mare versus highland lunar impact flash light curve dichotomy
Highland lunar impact flashes decay more slowly and last longer than mare flashes, indicating that early cratering stages depend on lunar surface lithology.
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Separating Acute Psychological Stress from Physical Exertion in Biometric Signals
Tonic electrodermal activity responds additively to cognitive stress and physical exertion with no interaction, making it the strongest candidate for stress detection during activity among the five signals tested.
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Two Hebrew folk meteorological proverbs tested: rainfall on Rosh Chodesh and Shabbat Mevarechim as predictors of monthly precipitation (Israel, 1950-2024)
Rain on Rosh Chodesh or Shabbat Mevarechim raises the probability of a rainy month by roughly 16 percentage points in 1950-2024 Israeli data, with the signal weakening over time in line with shorter precipitation events.
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Toeplitz MLP Mixers are Low Complexity, Information-Rich Sequence Models
Toeplitz MLP Mixers replace attention with masked Toeplitz multiplications for sub-quadratic complexity while retaining more sequence information and outperforming on copying and in-context tasks.
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Bridging the gap between SLSNe and SE-SNe. Multi-wavelength analysis of the SLSN-Ib SN 2024jlc
Multi-wavelength analysis of SN 2024jlc classifies it as an SLSN-Ib whose light curve fits circumstellar interaction or magnetar spin-down plus nickel decay, suggesting it bridges to SE-SNe via powering mechanism.