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Green/WeakCoupling: Implementation of fully self-consistent finite-temperature many-body perturbation theory for molecules and solids

Materials Science · Submitted 26 Jun 2024

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim In this article, we present the WeakCoupling module of the open-source software package Green, which implements fully self-consistent diagrammatic weak coupling simulations, capable of dealing with real materials in the finite-temperature formalism.

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arXiv ID2406.18479 (version 1)
Pith IDWDB5OCAG, Pith's permanent record of this paper and its review
CitationChia-Nan Yeh, Dominika Zgid, Emanuel Gull, Gaurav Harsha, Jacob Adamski, Lei Zhang, Ming Wen, Munkhorgil Wang, Pavel Pokhilko, Sergei Iskakov, Tianran Chen, Vibin Abraham, Yang Yu. "Green/WeakCoupling: Implementation of fully self-consistent finite-temperature many-body perturbation theory for molecules and solids." arXiv:2406.18479 (2024). https://pith.science/paper/WDB5OCAG
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Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 4,275 input tokens.

What the abstract itself states, as probabilities: claims first 0.05 · states limitation 0.07 · human participants 0.02 · controlled comparison 0.02 · randomized assignment 0.01 · states quantitative result 0.03 · compares with prior results 0.05 · mentions code or data availability 0.94.

The abstract, sentence by sentence

arXiv listing abstract v1. Results and the main claim are underlined; .

The accurate ab initio simulation of molecules and periodic solids with diagrammatic perturbation theory is an important task in quantum chemistry, condensed matter physics, and materials science. In this article, we present the WeakCoupling module of the open-source software package Green, which implements fully self-consistent diagrammatic weak coupling simulations, capable of dealing with real materials in the finite-temperature formalism. The code is licensed under the permissive MIT license. We provide self-consistent GW (scGW) and self-consistent second-order Green's function perturbation theory (GF2) solvers, analysis tools, and post-processing methods. This paper summarizes the theoretical methods implemented and provides background, tutorials and practical instructions for running simulations.

background contribution method result interpretation main claim

What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 The accurate ab initio simulation of molecules and periodic solids with diagrammatic perturbation theory is an important task in quantum chemistry, condensed matter physics, and materials science. background 1.00 0.04 0.04 asserted 1.00
s1 In this article, we present the WeakCoupling module of the open-source software package Green, which implements fully self-consistent diagrammatic weak coupling simulations, capable of dealing with real materials in the finite-temperature formalism. contribution 1.00 0.92 0.30 asserted 1.00
s2 The code is licensed under the permissive MIT license. background 0.60 0.37 0.03 asserted 1.00
s3 We provide self-consistent GW (scGW) and self-consistent second-order Green's function perturbation theory (GF2) solvers, analysis tools, and post-processing methods. contribution 0.90 0.83 0.12 asserted 1.00
s4 This paper summarizes the theoretical methods implemented and provides background, tutorials and practical instructions for running simulations. contribution 0.97 0.70 0.12 asserted 1.00

What kind of paper the classifier reports this is: method or tool 1.00 · evidence from simulation or computation 0.87.

What was examined, and what was not

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not examined
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  • references and citing sentences
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not run
  • S sections
  • T body sentences
  • C citations
  • R cross-paper relations

Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

The accurate ab initio simulation of molecules and periodic solids with diagrammatic perturbation theory is an important task in quantum chemistry, condensed matter physics, and materials science. In this article, we present the WeakCoupling module of the open-source software package Green, which implements fully self-consistent diagrammatic weak coupling simulations, capable of dealing with real materials in the finite-temperature formalism. The code is licensed under the permissive MIT license. We provide self-consistent GW (scGW) and self-consistent second-order Green's function perturbation theory (GF2) solvers, analysis tools, and post-processing methods. This paper summarizes the theoretical methods implemented and provides background, tutorials and practical instructions for running simulations.

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What this paper does with the arXiv papers it cites

Each citing sentence is taken from the citing paper's LaTeX source and typed by Pith's classifier. A label appears at probability 0.8 or more (0.95 for support), a contest at 0.7 or more; the quoted words are the citing authors'. How each label was checked · JSON

What it cites · 2 sentences without a confident label

Uses the method or tool of 1 paper
Cites as background 1 paper
  • While traditional methods either smooth data (such as the Maximum Entropy method [ref] ), or possibly violate causality (such as the Padé method [ref] ), recent theoretical progress resulting in the Nevanlinna [ref] , projection-estimation-semidefinite relaxation (PES) [ref] and Prony [ref] methods enables causal, accurate, and systematically improvable continuations.

    Minimal Pole Representation and Controlled Analytic Continuation of Matsubara Response Functions · Introduction · 0.86

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