From 82fe08b21a4d81652742ab41bae4ae823de97973 Mon Sep 17 00:00:00 2001 From: Sungho Shin Date: Tue, 18 Aug 2026 14:10:34 -0400 Subject: [PATCH 1/2] Cite the ExaModels.jl paper (arXiv:2608.16265) The paper describing ExaModels.jl is now on arXiv, so it becomes the primary citation for the package: ExaModels.jl: An Algebraic Modeling System for Nonlinear Programming on GPUs Shin, Schanen, Pacaud, Montoison, Anitescu. arXiv:2608.16265 README gains an arXiv badge and leads its Citation section with this paper. The 2024 Electric Power Systems Research article stays, now introduced as the description of the SIMD abstraction and the condensed-space interior-point method rather than as the thing to cite for the package itself. CITATION.bib lists the new paper first. --- CITATION.bib | 10 ++++++++++ README.md | 18 +++++++++++++++++- 2 files changed, 27 insertions(+), 1 deletion(-) diff --git a/CITATION.bib b/CITATION.bib index f0438bb58..8d96c6b3c 100644 --- a/CITATION.bib +++ b/CITATION.bib @@ -1,3 +1,13 @@ +@misc{shin2026examodels, + title = {{ExaModels.jl}: An Algebraic Modeling System for Nonlinear Programming on {GPUs}}, + author = {Shin, Sungho and Schanen, Michel and Pacaud, Fran\c{c}ois and Montoison, Alexis and Anitescu, Mihai}, + year = {2026}, + eprint = {2608.16265}, + archivePrefix = {arXiv}, + primaryClass = {math.OC}, + doi = {10.48550/arXiv.2608.16265} +} + @article{shin2024accelerating, title={Accelerating optimal power flow with {GPU}s: {SIMD} abstraction of nonlinear programs and condensed-space interior-point methods}, author={Shin, Sungho and Anitescu, Mihai and Pacaud, Fran{\c{c}}ois}, diff --git a/README.md b/README.md index 90562f46c..819ed9b62 100644 --- a/README.md +++ b/README.md @@ -8,6 +8,7 @@ [![build](https://github.com/madsuite-org/ExaModels.jl/actions/workflows/test.yml/badge.svg)](https://github.com/madsuite-org/ExaModels.jl/actions/workflows/test.yml) [![codecov](https://codecov.io/gh/madsuite-org/ExaModels.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/madsuite-org/ExaModels.jl) [![release](https://img.shields.io/github/v/release/madsuite-org/ExaModels.jl)](https://github.com/madsuite-org/ExaModels.jl/releases) +[![arXiv](https://img.shields.io/badge/arXiv-2608.16265-b31b1b.svg)](https://arxiv.org/abs/2608.16265) ## Overview @@ -55,7 +56,22 @@ reference implementation: ## Citation -If you use ExaModels.jl in your research, please cite: +If you use ExaModels.jl in your research, please cite the ExaModels.jl paper: + +```bibtex +@misc{shin2026examodels, + title = {{ExaModels.jl}: An Algebraic Modeling System for Nonlinear Programming on {GPUs}}, + author = {Shin, Sungho and Schanen, Michel and Pacaud, Fran\c{c}ois and Montoison, Alexis and Anitescu, Mihai}, + year = {2026}, + eprint = {2608.16265}, + archivePrefix = {arXiv}, + primaryClass = {math.OC}, + doi = {10.48550/arXiv.2608.16265} +} +``` + +The SIMD abstraction, and the condensed-space interior-point method it is paired with, are +described in: ```bibtex @article{shin2024accelerating, From bdde0d87cb2ead6e3b880c72a184d2555db06d3e Mon Sep 17 00:00:00 2001 From: Sungho Shin Date: Tue, 18 Aug 2026 15:48:54 -0400 Subject: [PATCH 2/2] Make the ExaModels.jl paper the citation, replacing the old preprint Per review: the new paper is the citation for this package, not an addition alongside the previous one. * CITATION.cff -- the arXiv identifier moves from 2307.16830 to 2608.16265, and preferred-citation is now the ExaModels.jl paper with all five authors and its DOI. Validated against CFF schema 1.2.0 with cffconvert. * CITATION.bib and the README Citation section carry that one entry. The 2024 Electric Power Systems Research article is no longer listed here; it was the arXiv preprint being replaced. --- CITATION.bib | 10 ---------- CITATION.cff | 21 ++++++++++++--------- README.md | 17 +---------------- 3 files changed, 13 insertions(+), 35 deletions(-) diff --git a/CITATION.bib b/CITATION.bib index 8d96c6b3c..f48545f99 100644 --- a/CITATION.bib +++ b/CITATION.bib @@ -7,13 +7,3 @@ @misc{shin2026examodels primaryClass = {math.OC}, doi = {10.48550/arXiv.2608.16265} } - -@article{shin2024accelerating, - title={Accelerating optimal power flow with {GPU}s: {SIMD} abstraction of nonlinear programs and condensed-space interior-point methods}, - author={Shin, Sungho and Anitescu, Mihai and Pacaud, Fran{\c{c}}ois}, - journal={Electric Power Systems Research}, - volume={236}, - pages={110651}, - year={2024}, - publisher={Elsevier} -} diff --git a/CITATION.cff b/CITATION.cff index f85868dff..163070e0f 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -12,7 +12,7 @@ cff-version: 1.2.0 identifiers: - description: arXiv preprint type: other - value: 'arXiv:2307.16830' + value: 'arXiv:2608.16265' keywords: - Nonlinear Optimization - Julia @@ -26,19 +26,22 @@ message: >- preferred-citation: type: article title: >- - Accelerating optimal power flow with GPUs: SIMD abstraction of - nonlinear programs and condensed-space interior-point methods + ExaModels.jl: An Algebraic Modeling System for Nonlinear + Programming on GPUs authors: - family-names: Shin given-names: Sungho - - family-names: Anitescu - given-names: Mihai + - family-names: Schanen + given-names: Michel - family-names: Pacaud given-names: François - journal: Electric Power Systems Research - volume: '236' - year: 2024 - doi: 10.1016/j.epsr.2024.110651 + - family-names: Montoison + given-names: Alexis + - family-names: Anitescu + given-names: Mihai + year: 2026 + doi: 10.48550/arXiv.2608.16265 + url: 'https://arxiv.org/abs/2608.16265' repository-code: 'https://github.com/madsuite-org/ExaModels.jl' title: >- ExaModels.jl: An algebraic modeling and automatic differentiation diff --git a/README.md b/README.md index 819ed9b62..ec4fc0c9f 100644 --- a/README.md +++ b/README.md @@ -56,7 +56,7 @@ reference implementation: ## Citation -If you use ExaModels.jl in your research, please cite the ExaModels.jl paper: +If you use ExaModels.jl in your research, please cite: ```bibtex @misc{shin2026examodels, @@ -70,21 +70,6 @@ If you use ExaModels.jl in your research, please cite the ExaModels.jl paper: } ``` -The SIMD abstraction, and the condensed-space interior-point method it is paired with, are -described in: - -```bibtex -@article{shin2024accelerating, - title = {Accelerating optimal power flow with {GPUs}: {SIMD} abstraction of nonlinear programs and condensed-space interior-point methods}, - author = {Shin, Sungho and Anitescu, Mihai and Pacaud, Fran\c{c}ois}, - journal = {Electric Power Systems Research}, - volume = {236}, - pages = {110651}, - year = {2024}, - doi = {10.1016/j.epsr.2024.110651} -} -``` - ## Supporting ExaModels.jl - Please report issues and feature requests via the [GitHub issue tracker](https://github.com/madsuite-org/ExaModels.jl/issues). - Questions are welcome at [GitHub discussion forum](https://github.com/madsuite-org/ExaModels.jl/discussions).