Fully Analytic Nuclear Gradients for the Bethe--Salpeter Equation
Pith reviewed 2026-05-22 00:57 UTC · model grok-4.3
The pith
The first fully analytic nuclear gradients for BSE@G0W0 enable direct optimization of excited-state geometries.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
We present the first derivation and implementation of fully analytic nuclear gradients for the BSE@G0W0 method. Building on recent developments for G0W0 nuclear gradients, we derive analytic nuclear gradients for several BSE@G0W0 variants. We validate our implementation against numerical gradients and compare excited-state geometries and adiabatic excitation energies obtained from different BSE@G0W0 variants with those from state-of-the-art wavefunction methods.
What carries the argument
Chain-rule differentiation of the BSE excitation energy with respect to nuclear coordinates, propagating analytic G0W0 quasiparticle gradients through the BSE eigenvectors and eigenvalues.
If this is right
- Excited-state geometry optimization becomes routine at the BSE@G0W0 level without finite-difference costs.
- Adiabatic excitation energies can be evaluated from consistently optimized ground- and excited-state structures.
- Direct comparison of structural predictions across different BSE screening and kernel approximations is now possible.
- The infrastructure supports future extensions to excited-state molecular dynamics at this level of theory.
Where Pith is reading between the lines
- The same differentiation strategy could be reused for other response properties such as transition dipole derivatives.
- Extension to larger systems would benefit from combining these gradients with machine-learned surrogate models.
- Similar analytic-gradient derivations may apply to related many-body methods that share the same quasiparticle starting point.
Load-bearing premise
The G0W0 quasiparticle energies and BSE amplitudes remain differentiable with respect to nuclear positions without introducing extra singularities or discontinuities.
What would settle it
A direct numerical test on a small molecule such as formaldehyde where the analytic gradient vector differs from a high-precision central-difference gradient by more than the expected truncation error.
Figures
read the original abstract
The Bethe-Salpeter equation (BSE) formalism, combined with the $GW$ approximation for ionization energies and electron affinities, is emerging as an efficient and accurate method for predicting optical excitations in molecules. In this letter, we present the first derivation and implementation of fully analytic nuclear gradients for the BSE@$G_0W_0$ method. Building on recent developments for $G_0W_0$ nuclear gradients, we derive analytic nuclear gradients for several BSE@$G_0W_0$ variants. We validate our implementation against numerical gradients and compare excited-state geometries and adiabatic excitation energies obtained from different BSE@$G_0W_0$ variants with those from state-of-the-art wavefunction methods.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript presents the first derivation and implementation of fully analytic nuclear gradients for the BSE@G0W0 method (and several variants). Building on prior G0W0 gradient work, the authors apply the chain rule through quasiparticle energies, screening, and BSE amplitudes; they validate the implementation by direct comparison to numerical gradients and benchmark excited-state geometries plus adiabatic excitation energies against wavefunction methods.
Significance. Analytic nuclear gradients remove a major practical bottleneck for geometry optimization and dynamics in excited-state calculations. If the implementation is robust, this work would enable routine use of BSE@G0W0 for photochemistry applications where numerical differentiation is prohibitive. The explicit validation against numerical gradients and wavefunction benchmarks strengthens the central implementation claim.
major comments (1)
- [derivation and validation sections] The derivation (abstract and main derivation sections) applies the chain rule through G0W0 quasiparticle energies, screening, and BSE amplitudes. This requires those quantities to remain differentiable with respect to nuclear coordinates. Near orbital degeneracies, level crossings, or avoided crossings—common upon nuclear displacement—the expressions can encounter singularities or discontinuities. The reported numerical validation tests only selected molecules at non-critical geometries and does not probe these regimes, which is load-bearing for the claim that the gradients are generally applicable and fully analytic.
minor comments (2)
- Clarify the precise level of approximation (e.g., frozen orbitals, screening model) under which differentiability is assumed, and add a brief discussion of how the implementation handles near-degeneracies if any regularization is applied.
- Ensure all BSE variants are explicitly defined with equation references in the methods section.
Simulated Author's Rebuttal
We thank the referee for the positive summary and for identifying an important point regarding the scope of the derivation. We address the major comment below.
read point-by-point responses
-
Referee: [derivation and validation sections] The derivation (abstract and main derivation sections) applies the chain rule through G0W0 quasiparticle energies, screening, and BSE amplitudes. This requires those quantities to remain differentiable with respect to nuclear coordinates. Near orbital degeneracies, level crossings, or avoided crossings—common upon nuclear displacement—the expressions can encounter singularities or discontinuities. The reported numerical validation tests only selected molecules at non-critical geometries and does not probe these regimes, which is load-bearing for the claim that the gradients are generally applicable and fully analytic.
Authors: We agree that the chain-rule derivation presupposes differentiability of the G0W0 quasiparticle energies, screening matrix, and BSE amplitudes with respect to nuclear coordinates. This assumption is standard for analytic-gradient derivations in excited-state methods (e.g., TDDFT, CIS) and holds in regions without orbital degeneracies or avoided crossings; at such points the adiabatic surfaces are non-analytic by construction and require separate treatments such as diabatization. Our numerical validations were performed at representative non-critical geometries to confirm implementation correctness where the underlying quantities are differentiable. We will add an explicit paragraph in the revised manuscript clarifying this scope of applicability and noting that the term 'fully analytic' denotes analytic (rather than finite-difference) differentiation through the entire G0W0+BSE chain, consistent with the method's own domain of validity. revision: partial
Circularity Check
BSE nuclear gradient derivation is self-contained with no reduction to inputs by construction
full rationale
The paper derives analytic nuclear gradients for BSE@G0W0 by applying the chain rule to the BSE energy functional and building on prior G0W0 gradient expressions. This is a standard first-principles derivation of response quantities from an energy expression; no step renames a fitted parameter as a prediction, defines a quantity in terms of itself, or relies on a load-bearing self-citation whose validity is unverified within the present work. The central claim remains independent of the inputs and is externally checkable via numerical gradient comparisons. No circularity patterns from the enumerated list are present.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption The BSE energy functional is differentiable with respect to nuclear positions under the frozen-orbital or fixed-screening approximations used.
Reference graph
Works this paper leans on
-
[1]
author author E. E. \ Salpeter \ and\ author H. A. \ Bethe ,\ 10.1103/PhysRev.84.1232 journal journal Phys. Rev. \ volume 84 ,\ pages 1232 ( year 1951 ) NoStop
-
[2]
Strinati ,\ 10.1007/BF02725962 journal journal Riv
author author G. Strinati ,\ 10.1007/BF02725962 journal journal Riv. Nuovo Cimento \ volume 11 ,\ pages 1 ( year 1988 ) NoStop
-
[3]
author author L. Hedin ,\ 10.1103/PhysRev.139.A796 journal journal Phys. Rev. \ volume 139 ,\ pages A796 ( year 1965 ) NoStop
-
[4]
author author R. M. \ Martin , author L. Reining , \ and\ author D. M. \ Ceperley ,\ @noop title Interacting Electrons: Theory and Computational Approaches \ ( publisher Cambridge University Press ,\ year 2016 ) NoStop
work page 2016
-
[5]
author author L. Reining ,\ 10.1002/wcms.1344 journal journal WIREs Comput. Mol. Sci. \ volume 8 ,\ pages e1344 ( year 2018 ) NoStop
-
[6]
author author D. Golze , author M. Dvorak , \ and\ author P. Rinke ,\ 10.3389/fchem.2019.00377 journal journal Front. Chem. \ volume 7 ,\ pages 377 ( year 2019 ) NoStop
-
[7]
author author A. Marie , author A. Ammar , \ and\ author P.-F. \ Loos ,\ in\ https://doi.org/10.1016/bs.aiq.2024.04.001 booktitle Novel Treatments of Strong Correlations ,\ series Adv. Quantum Chem. , Vol. volume 90 ,\ editor edited by\ editor R. A. M. \ Quintana \ and\ editor J. F. \ Stanton \ ( publisher Academic Press ,\ year 2024 )\ pp.\ pages 157--184 NoStop
-
[8]
author author W. Hanke \ and\ author L. Sham ,\ 10.1103/PhysRevB.21.4656 journal journal Phys. Rev. Lett. \ volume 43 ,\ pages 387 ( year 1980 ) NoStop
-
[9]
author author G. Strinati , author H. J. \ Mattausch , \ and\ author W. Hanke ,\ 10.1103/PhysRevB.25.2867 journal journal Phys. Rev. B \ volume 25 ,\ pages 2867 ( year 1982 ) NoStop
-
[10]
Strinati ,\ 10.1103/PhysRevLett.49.1519 journal journal Phys
author author G. Strinati ,\ 10.1103/PhysRevLett.49.1519 journal journal Phys. Rev. Lett. \ volume 49 ,\ pages 1519 ( year 1982 ) NoStop
-
[11]
Strinati ,\ 10.1103/PhysRevB.29.5718 journal journal Phys
author author G. Strinati ,\ 10.1103/PhysRevB.29.5718 journal journal Phys. Rev. B \ volume 29 ,\ pages 5718 ( year 1984 ) NoStop
-
[12]
Electronic excitations: density-functional versus many-body green’s-function approaches
author author G. Onida , author L. Reining , \ and\ author A. Rubio ,\ 10.1103/RevModPhys.74.601 journal journal Rev. Mod. Phys. \ volume 74 ,\ pages 601 ( year 2002 ) NoStop
-
[13]
author author S. Albrecht , author G. Onida , \ and\ author L. Reining ,\ 10.1103/PhysRevB.55.10278 journal journal Phys. Rev. B \ volume 55 ,\ pages 10278 ( year 1997 ) NoStop
-
[14]
author author S. Albrecht , author L. Reining , author R. Del Sole , \ and\ author G. Onida ,\ 10.1103/PhysRevLett.80.4510 journal journal Phys. Rev. Lett. \ volume 80 ,\ pages 4510 ( year 1998 ) NoStop
-
[15]
author author M. Rohlfing \ and\ author S. G. \ Louie ,\ 10.1103/PhysRevLett.80.3320 journal journal Phys. Rev. Lett. \ volume 80 ,\ pages 3320 ( year 1998 a ) NoStop
-
[16]
author author M. Rohlfing \ and\ author S. G. \ Louie ,\ 10.1103/PhysRevLett.81.2312 journal journal Phys. Rev. Lett. \ volume 81 ,\ pages 2312 ( year 1998 b ) NoStop
-
[17]
author author M. Rohlfing \ and\ author S. G. \ Louie ,\ 10.1103/PhysRevB.62.4927 journal journal Phys. Rev. B \ volume 62 ,\ pages 4927 ( year 2000 ) NoStop
-
[18]
author author M. Rohlfing \ and\ author S. G. \ Louie ,\ 10.1103/PhysRevLett.82.1959 journal journal Phys. Rev. Lett. \ volume 82 ,\ pages 1959 ( year 1999 ) NoStop
-
[19]
author author J. C. \ Grossman , author M. Rohlfing , author L. Mitas , author S. G. \ Louie , \ and\ author M. L. \ Cohen ,\ 10.1103/PhysRevLett.86.472 journal journal Phys. Rev. Lett. \ volume 86 ,\ pages 472 ( year 2001 ) NoStop
-
[20]
author author M. L. \ Tiago \ and\ author J. R. \ Chelikowsky ,\ 10.1016/j.ssc.2005.08.012 journal journal Solid State Commun. \ volume 136 ,\ pages 333 ( year 2005 ) NoStop
-
[21]
author author D. Rocca , author D. Lu , \ and\ author G. Galli ,\ 10.1063/1.3494540 journal journal J. Chem. Phys. \ volume 133 ,\ pages 164109 ( year 2010 ) NoStop
-
[22]
author author X. Blase \ and\ author C. Attaccalite ,\ 10.1063/1.3655352 journal journal Appl. Phys. Lett. \ volume 99 ,\ pages 171909 ( year 2011 ) NoStop
-
[23]
author author B. Baumeier , author D. Andrienko , author Y. Ma , \ and\ author M. Rohlfing ,\ 10.1021/ct2008999 journal journal J. Chem. Theory Comput. \ volume 8 ,\ pages 997 ( year 2012 ) NoStop
-
[24]
author author I. Duchemin , author T. Deutsch , \ and\ author X. Blase ,\ 10.1103/PhysRevLett.109.167801 journal journal Phys. Rev. Lett. \ volume 109 ,\ pages 167801 ( year 2012 ) NoStop
-
[25]
author author F. Bruneval , author S. M. \ Hamed , \ and\ author J. B. \ Neaton ,\ 10.1063/1.4922489 journal journal J. Chem. Phys. \ volume 142 ,\ pages 244101 ( year 2015 ) NoStop
-
[26]
author author X. Leng , author H. Yin , author D. Liang , \ and\ author Y. Ma ,\ 10.1063/1.4930975 journal journal J. Chem. Phys. \ volume 143 ( year 2015 ),\ 10.1063/1.4930975 NoStop
-
[27]
author author D. Hirose , author Y. Noguchi , \ and\ author O. Sugino ,\ 10.1103/PhysRevB.91.205111 journal journal Phys. Rev. B \ volume 91 ,\ pages 205111 ( year 2015 ) NoStop
-
[28]
author author K. Krause \ and\ author W. Klopper ,\ 10.1002/jcc.24688 journal journal J. Comput. Chem. \ volume 38 ,\ pages 383 ( year 2017 ) NoStop
-
[29]
author author X. Blase , author I. Duchemin , \ and\ author D. Jacquemin ,\ 10.1039/C7CS00049A journal journal Chem. Soc. Rev. \ volume 47 ,\ pages 1022 ( year 2018 ) NoStop
-
[30]
author author X. Blase , author I. Duchemin , author D. Jacquemin , \ and\ author P.-F. \ Loos ,\ 10.1021/acs.jpclett.0c01875 journal journal J. Phys. Chem. Lett. \ volume 11 ,\ pages 7371 ( year 2020 ) NoStop
-
[31]
author author C. Liu , author J. Kloppenburg , author Y. Yao , author X. Ren , author H. Appel , author Y. Kanai , \ and\ author V. Blum ,\ 10.1063/1.5123290 journal journal J. Chem. Phys. \ volume 152 ,\ pages 044105 ( year 2020 ) NoStop
-
[32]
author author C. A. \ McKeon , author S. M. \ Hamed , author F. Bruneval , \ and\ author J. B. \ Neaton ,\ 10.1063/5.0097582 journal journal J. Chem. Phys. \ volume 157 ,\ pages 074103 ( year 2022 ) NoStop
-
[33]
author author D. Jacquemin , author I. Duchemin , \ and\ author X. Blase ,\ 10.1021/acs.jpclett.7b00381 journal journal J. Phys. Chem. Lett. \ volume 8 ,\ pages 1524 ( year 2017 ) NoStop
-
[34]
author author P.-F. \ Loos , author A. Scemama , \ and\ author D. Jacquemin ,\ 10.1021/acs.jpclett.0c00014 journal journal J. Phys. Chem. Lett. \ volume 11 ,\ pages 2374 ( year 2020 ) NoStop
-
[35]
author author O. Christiansen , author H. Koch , \ and\ author P. J rgensen ,\ 10.1016/0009-2614(95)00841-Q journal journal Chem. Phys. Lett. \ volume 243 ,\ pages 409 ( year 1995 ) NoStop
-
[36]
author author C. H\"attig \ and\ author F. Weigend ,\ 10.1063/1.1290013 journal journal J. Chem. Phys. \ volume 113 ,\ pages 5154 ( year 2000 ) NoStop
-
[37]
author author H. Koch , author H. J. A. \ Jensen , author P. Jorgensen , \ and\ author T. Helgaker ,\ 10.1063/1.458815 journal journal J. Chem. Phys. \ volume 93 ,\ pages 3345 ( year 1990 ) NoStop
-
[38]
author author J. F. \ Stanton \ and\ author R. J. \ Bartlett ,\ 10.1063/1.464746 journal journal J. Chem. Phys. \ volume 98 ,\ pages 7029 ( year 1993 ) NoStop
-
[39]
author author D. Jacquemin , author I. Duchemin , author A. Blondel , \ and\ author X. Blase ,\ 10.1021/acs.jctc.6b01169 journal journal J. Chem. Theory Comput. \ volume 13 ,\ pages 767 ( year 2017 ) NoStop
-
[40]
author author T. Rangel , author S. M. \ Hamed , author F. Bruneval , \ and\ author J. B. \ Neaton ,\ 10.1063/1.4983126 journal journal J. Chem. Phys. \ volume 146 ,\ pages 194108 ( year 2017 ) NoStop
-
[41]
author author I. Knysh , author F. Lipparini , author A. Blondel , author I. Duchemin , author X. Blase , author P.-F. \ Loos , \ and\ author D. Jacquemin ,\ 10.1021/acs.jctc.4c00906 journal journal J. Chem. Theory Comput. \ volume 20 ,\ pages 8152 ( year 2024 ) NoStop
-
[42]
author author S. J. \ Bintrim \ and\ author T. C. \ Berkelbach ,\ 10.1063/5.0074434 journal journal J. Chem. Phys. \ volume 156 ,\ pages 044114 ( year 2022 ) NoStop
-
[44]
author author M. T. \ do Casal , author J. M. \ Toldo , author M. Barbatti , \ and\ author F. Plasser ,\ 10.1039/D2SC06990C journal journal Chem. Sci. \ volume 14 ,\ pages 4012 ( year 2023 ) NoStop
-
[45]
author author F. Kossoski , author M. Boggio-Pasqua , author P.-F. \ Loos , \ and\ author D. Jacquemin ,\ 10.1021/acs.jctc.4c00410 journal journal J. Chem. Theory Comput. \ volume 20 ,\ pages 5655 ( year 2024 ) NoStop
-
[46]
author author P. Romaniello , author D. Sangalli , author J. A. \ Berger , author F. Sottile , author L. G. \ Molinari , author L. Reining , \ and\ author G. Onida ,\ 10.1063/1.3065669 journal journal J. Chem. Phys. \ volume 130 ,\ pages 044108 ( year 2009 ) NoStop
-
[47]
author author D. Sangalli , author P. Romaniello , author G. Onida , \ and\ author A. Marini ,\ 10.1063/1.3518705 journal journal J. Chem. Phys. \ volume 134 ,\ pages 034115 ( year 2011 ) NoStop
-
[48]
author author P.-F. \ Loos \ and\ author X. Blase ,\ 10.1063/5.0023168 journal journal J. Chem. Phys. \ volume 153 ,\ pages 114120 ( year 2020 ) NoStop
-
[49]
author author J. Authier \ and\ author P.-F. \ Loos ,\ 10.1063/5.0028040 journal journal J. Chem. Phys. \ volume 153 ,\ pages 184105 ( year 2020 ) NoStop
-
[50]
author author M. van Schilfgaarde , author T. Kotani , \ and\ author S. Faleev ,\ 10.1103/PhysRevLett.96.226402 journal journal Phys. Rev. Lett. \ volume 96 ,\ pages 226402 ( year 2006 ) NoStop
-
[51]
Ef- fect of self-consistency on quasiparticles in solids.Phys
author author F. Bruneval , author N. Vast , \ and\ author L. Reining ,\ 10.1103/PhysRevB.74.045102 journal journal Phys. Rev. B \ volume 74 ,\ pages 045102 ( year 2006 ) NoStop
-
[52]
author author X. Blase , author C. Attaccalite , \ and\ author V. Olevano ,\ 10.1103/PhysRevB.83.115103 journal journal Phys. Rev. B \ volume 83 ,\ pages 115103 ( year 2011 ) NoStop
-
[53]
author author J. Lischner , author S. Sharifzadeh , author J. Deslippe , author J. B. \ Neaton , \ and\ author S. G. \ Louie ,\ 10.1103/PhysRevB.90.115130 journal journal Phys. Rev. B \ volume 90 ,\ pages 115130 ( year 2014 ) NoStop
-
[54]
author author X. Gui , author C. Holzer , \ and\ author W. Klopper ,\ 10.1021/acs.jctc.8b00014 journal journal J. Chem. Theory Comput. \ volume 14 ,\ pages 2127 ( year 2018 ) NoStop
-
[55]
author author E. Runge \ and\ author E. K. U. \ Gross ,\ 10.1103/PhysRevLett.52.997 journal journal Phys. Rev. Lett. \ volume 52 ,\ pages 997 ( year 1984 ) NoStop
-
[56]
author author C. Ullrich ,\ @noop title Time-Dependent Density-Functional Theory: Concepts and Applications ,\ Oxford Graduate Texts\ ( publisher Oxford University Press ,\ address New York ,\ year 2012 ) NoStop
work page 2012
-
[57]
author author A. Dreuw \ and\ author M. Head-Gordon ,\ 10.1021/ja039556n journal journal J. Am. Chem. Soc. \ volume 126 ,\ pages 4007 ( year 2004 ) NoStop
-
[58]
author author N. T. \ Maitra ,\ 10.1146/annurev-physchem-082720-124933 journal journal Annu. Rev. Phys. Chem. \ volume 73 ,\ pages 117 ( year 2022 ) NoStop
-
[59]
author author A. Marie , author P. Romaniello , \ and\ author P.-F. \ Loos ,\ 10.1103/PhysRevB.110.115155 journal journal Phys. Rev. B \ volume 110 ,\ pages 115155 ( year 2024 ) NoStop
-
[60]
author author A. Marie , author P. Romaniello , author X. Blase , \ and\ author P.-F. \ Loos ,\ 10.1063/5.0250155 journal journal J. Chem. Phys. \ volume 162 ,\ pages 134105 ( year 2025 ) NoStop
-
[61]
author author Y. Ping , author D. Rocca , \ and\ author G. Galli ,\ 10.1039/C3CS00007A journal journal Chem. Soc. Rev. \ volume 42 ,\ pages 2437 ( year 2013 ) NoStop
-
[62]
author author X. Leng , author F. Jin , author M. Wei , \ and\ author Y. Ma ,\ 10.1002/wcms.1265 journal journal WIREs Comput. Mol. Sci. \ volume 6 ,\ pages 532 ( year 2016 ) NoStop
-
[63]
author author P. Himmelsbach \ and\ author C. Holzer ,\ 10.1063/5.0244254 journal journal J. Chem. Phys. \ volume 161 ,\ pages 244105 ( year 2024 ) NoStop
-
[64]
author author N. Rauwolf , author W. Klopper , \ and\ author C. Holzer ,\ 10.1063/5.0191499 journal journal J. Chem. Phys. \ volume 160 ,\ pages 061101 ( year 2024 ) NoStop
-
[65]
author author S. Ismail-Beigi \ and\ author S. G. \ Louie ,\ 10.1103/PhysRevLett.90.076401 journal journal Phys. Rev. Lett. \ volume 90 ,\ pages 076401 ( year 2003 ) NoStop
-
[66]
Villalobos-Castro, Iryna Knysh, Denis Jacquemin, et al
author author J. Villalobos-Castro , author I. Knysh , author D. Jacquemin , author I. Duchemin , \ and\ author X. Blase ,\ 10.1063/5.0156687 journal journal J. Chem. Phys. \ volume 159 ,\ pages 024116 ( year 2023 ) NoStop
-
[67]
author author M. S. \ Kaczmarski , author Y. Ma , \ and\ author M. Rohlfing ,\ 10.1103/PhysRevB.81.115433 journal journal Phys. Rev. B \ volume 81 ,\ pages 115433 ( year 2010 ) NoStop
-
[68]
author author O. Caylak \ and\ author B. Baumeier ,\ 10.1021/acs.jctc.0c01099 journal journal J. Chem. Theory Comput. \ volume 17 ,\ pages 879 ( year 2021 ) NoStop
-
[69]
author author I. Knysh , author I. Duchemin , author X. Blase , \ and\ author D. Jacquemin ,\ 10.1063/5.0121121 journal journal J. Chem. Phys. \ volume 157 ,\ pages 194102 ( year 2022 ) NoStop
-
[70]
author author I. Knysh , author K. Letellier , author I. Duchemin , author X. Blase , \ and\ author D. Jacquemin ,\ 10.1039/D3CP00474K journal journal Phys. Chem. Chem. Phys. \ volume 25 ,\ pages 8376 ( year 2023 a ) NoStop
-
[71]
author author I. Knysh , author J. D. \ Villalobos-Castro , author I. Duchemin , author X. Blase , \ and\ author D. Jacquemin ,\ 10.1021/acs.jpclett.3c00699 journal journal J. Phys. Chem. Lett. \ volume 14 ,\ pages 3727 ( year 2023 b ) NoStop
-
[72]
author author J. T \"o lle \ and\ author G. Kin-Lic Chan ,\ 10.1063/5.0139716 journal journal J. Chem. Phys. \ volume 158 ,\ pages 124123 ( year 2023 ) NoStop
-
[73]
T \"o lle ,\ 10.1021/acs.jpclett.5c00046 journal journal J
author author J. T \"o lle ,\ 10.1021/acs.jpclett.5c00046 journal journal J. Phys. Chem. Lett. \ volume 16 ,\ pages 3672 ( year 2025 ) NoStop
-
[74]
author author S. Yamada , author Y. Noguchi , author K. Ishii , author D. Hirose , author O. Sugino , \ and\ author K. Ohno ,\ 10.1103/PhysRevB.106.045113 journal journal Phys. Rev. B \ volume 106 ,\ pages 045113 ( year 2022 ) NoStop
-
[75]
author author R. Quintero-Monsebaiz , author E. Monino , author A. Marie , \ and\ author P.-F. \ Loos ,\ 10.1063/5.0130837 journal journal J. Chem. Phys. \ volume 157 ,\ pages 231102 ( year 2022 ) NoStop
-
[76]
author author F. Aryasetiawan \ and\ author O. Gunnarsson ,\ 10.1088/0034-4885/61/3/002 journal journal Rep. Prog. Phys. \ volume 61 ,\ pages 237 ( year 1998 ) NoStop
-
[77]
author author L. Reining ,\ in\ https://www.cond-mat.de/events/correl16/manuscripts/reining.pdf booktitle Quantum Materials: Experiments and Theory ,\ series Modeling and Simulation , Vol. volume 6 ,\ editor edited by\ editor E. Pavarini , editor E. Koch , editor J. van den Brink , \ and\ editor G. Sawatzky \ ( publisher Forschungszentrum Jülich ,\ addres...
work page 2016
-
[78]
author author M. E. \ Casida ,\ title Time-dependent density functional response theory for molecules , \ \ ( publisher World Scientific, Singapore ,\ year 1995 )\ pp.\ pages 155--192 NoStop
work page 1995
-
[79]
Klein ,\ 10.1103/PhysRev.121.950 journal journal Phys
author author A. Klein ,\ 10.1103/PhysRev.121.950 journal journal Phys. Rev. \ volume 121 ,\ pages 950 ( year 1961 ) NoStop
-
[80]
author author J. T \"o lle \ and\ author G. Kin-Lic Chan ,\ 10.1063/5.0195934 journal journal J. Chem. Phys. \ volume 160 ,\ pages 164108 ( year 2024 ) NoStop
-
[81]
author author F. Furche \ and\ author R. Ahlrichs ,\ 10.1063/1.1508368 journal journal J. Chem. Phys. \ volume 117 ,\ pages 7433 ( year 2002 ) NoStop
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