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Cite the ExaModels.jl paper (arXiv:2608.16265) - #322

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Cite the ExaModels.jl paper (arXiv:2608.16265)#322
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@sshin23

@sshin23 sshin23 commented Aug 18, 2026

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The ExaModels.jl paper is on arXiv as of 17 August 2026:

ExaModels.jl: An Algebraic Modeling System for Nonlinear Programming on GPUs
Sungho Shin, Michel Schanen, François Pacaud, Alexis Montoison, Mihai Anitescu
arXiv:2608.16265 · doi:10.48550/arXiv.2608.16265

This adds it as the citation for the package, and keeps the 2024 Electric Power Systems Research article as the reference for the SIMD abstraction and the condensed-space interior-point method rather than as the thing to cite for the software itself.

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.
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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 70.82%. Comparing base (ea87541) to head (bdde0d8).
⚠️ Report is 1 commits behind head on main.

Additional details and impacted files
@@           Coverage Diff           @@
##             main     #322   +/-   ##
=======================================
  Coverage   70.82%   70.82%           
=======================================
  Files          26       26           
  Lines        4223     4223           
=======================================
  Hits         2991     2991           
  Misses       1232     1232           
Flag Coverage Δ
cpu 65.98% <ø> (ø)
examodelscompiler 93.19% <ø> (ø)
github 56.84% <ø> (ø)
gpu-cuda 65.73% <ø> (ø)

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Benchmark Results


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.
@sshin23
sshin23 merged commit 3f83773 into main Aug 18, 2026
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@sshin23
sshin23 deleted the paper/arxiv-2608.16265 branch August 18, 2026 23:34
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