Update README.md

Author: amontoison

.github/workflows/build-latex-diff.yml

@@ -7,7 +7,7 @@ jobs:
   build_latex:
     runs-on: ubuntu-latest
     env:
-      PAPER: "main"
+      PAPER: "main_isc"
       MAIN: ${{ github.event.pull_request.base.sha }}
     steps:
       - name: Set up Git repository

.github/workflows/build-latex.yml

@@ -11,7 +11,7 @@ jobs:
   build_latex:
     runs-on: ubuntu-latest
     env:
-      PAPER: "main"
+      PAPER: "main_isc"
     steps:
       - name: Set up Git repository
         uses: actions/checkout@v2

.gitignore

@@ -6,4 +6,4 @@
 *.thm
 response-to-referees.bbl
 Manifest.toml
-_minted-main
+_minted-main*

README.md

@@ -8,9 +8,19 @@ Code for reproducibility: check [here](code/)
 
 ## Compilation
 
+For the version of SIAM PP26:
+
+```shell
+pdflatex -shell-escape main_pp26.tex
+bibtex main_pp26.aux
+pdflatex -shell-escape main_pp26.tex
+pdflatex -shell-escape main_pp26.tex
+```
+
+For the version of ISC:
 ```shell
-pdflatex -shell-escape main.tex
-bibtex main.aux
-pdflatex -shell-escape main.tex
-pdflatex -shell-escape main.tex
+pdflatex -shell-escape main_isc.tex
+bibtex main_isc.aux
+pdflatex -shell-escape main_isc.tex
+pdflatex -shell-escape main_isc.tex
 ```

main_isc.bbl

@@ -0,0 +1,185 @@
+% Generated by IEEEtran.bst, version: 1.12 (2007/01/11)
+\begin{thebibliography}{10}
+\providecommand{\url}[1]{#1}
+\csname url@samestyle\endcsname
+\providecommand{\newblock}{\relax}
+\providecommand{\bibinfo}[2]{#2}
+\providecommand{\BIBentrySTDinterwordspacing}{\spaceskip=0pt\relax}
+\providecommand{\BIBentryALTinterwordstretchfactor}{4}
+\providecommand{\BIBentryALTinterwordspacing}{\spaceskip=\fontdimen2\font plus
+\BIBentryALTinterwordstretchfactor\fontdimen3\font minus
+  \fontdimen4\font\relax}
+\providecommand{\BIBforeignlanguage}[2]{{%
+\expandafter\ifx\csname l@#1\endcsname\relax
+\typeout{** WARNING: IEEEtran.bst: No hyphenation pattern has been}%
+\typeout{** loaded for the language `#1'. Using the pattern for}%
+\typeout{** the default language instead.}%
+\else
+\language=\csname l@#1\endcsname
+\fi
+#2}}
+\providecommand{\BIBdecl}{\relax}
+\BIBdecl
+
+\bibitem{bezanson2017julia}
+J.~Bezanson, A.~Edelman, S.~Karpinski, and V.~B. Shah, ``Julia: A fresh
+  approach to numerical computing,'' \emph{SIAM review}, vol.~59, no.~1, pp.
+  65--98, 2017.
+
+\bibitem{OC_jl}
+J.-B. Caillau, O.~Cots, J.~Gergaud, P.~Martinon, and S.~Sed,
+  ``{OptimalControl.jl: a Julia package to model and solve optimal control
+  problems with ODE's}.''
+
+\bibitem{shin2024accelerating}
+S.~Shin, M.~Anitescu, and F.~Pacaud, ``Accelerating optimal power flow with
+  {GPU}s: {SIMD} abstraction of nonlinear programs and condensed-space
+  interior-point methods,'' \emph{Electric Power Systems Research}, vol. 236,
+  p. 110651, 2024.
+
+\bibitem{shin2021graph}
+S.~Shin, C.~Coffrin, K.~Sundar, and V.~M. Zavala, ``Graph-based modeling and
+  decomposition of energy infrastructures,'' \emph{IFAC-PapersOnLine}, vol.~54,
+  no.~3, pp. 693--698, 2021.
+
+\bibitem{Montoison_CUDSS_jl_Julia_interface}
+\BIBentryALTinterwordspacing
+A.~Montoison, ``{CUDSS.jl: Julia interface for NVIDIA cuDSS}.'' [Online].
+  Available: \url{github.com/exanauts/CUDSS.jl}
+\BIBentrySTDinterwordspacing
+
+\bibitem{montoison-orban-2023}
+A.~Montoison and D.~Orban, ``{Krylov.jl: A Julia basket of hand-picked Krylov
+  methods},'' \emph{Journal of Open Source Software}, vol.~8, no.~89, p. 5187,
+  2023.
+
+\bibitem{Andersson2019}
+J.~A.~E. Andersson, J.~Gillis, G.~Horn, J.~B. Rawlings, and M.~Diehl,
+  ``{CasADi} -- {A} software framework for nonlinear optimization and optimal
+  control,'' \emph{Mathematical Programming Computation}, vol.~11, no.~1, pp.
+  1--36, 2019.
+
+\bibitem{wachter2006implementation}
+A.~W{\"a}chter and L.~T. Biegler, ``On the implementation of an interior-point
+  filter line-search algorithm for large-scale nonlinear programming,''
+  \emph{Mathematical programming}, vol. 106, pp. 25--57, 2006.
+
+\bibitem{VanaretLeyffer2024}
+C.~Vanaret and S.~Leyffer, ``Unifying nonlinearly constrained nonconvex
+  optimization,'' 2024, submitted to Mathematical Programming Computation.
+
+\bibitem{byrd2006k}
+R.~H. Byrd, J.~Nocedal, and R.~A. Waltz, ``Knitro: An integrated package for
+  nonlinear optimization,'' \emph{Large-scale nonlinear optimization}, pp.
+  35--59, 2006.
+
+\bibitem{schenk2004solving}
+O.~Schenk and K.~G{\"a}rtner, ``Solving unsymmetric sparse systems of linear
+  equations with pardiso,'' \emph{Future Generation Computer Systems}, vol.~20,
+  no.~3, pp. 475--487, 2004.
+
+\bibitem{amestoy2000mumps}
+P.~R. Amestoy, I.~S. Duff, J.-Y. L’Excellent, and J.~Koster, ``{MUMPS: a
+  general purpose distributed memory sparse solver},'' in \emph{International
+  Workshop on Applied Parallel Computing}.\hskip 1em plus 0.5em minus
+  0.4em\relax Springer, 2000, pp. 121--130.
+
+\bibitem{fowkes2024libhsl}
+J.~Fowkes, A.~Lister, A.~Montoison, and D.~Orban, ``{LibHSL: the ultimate
+  collection for large-scale scien-tific computation},'' \emph{Les Cahiers du
+  GERAD ISSN}, vol. 711, p. 2440, 2024.
+
+\bibitem{houska2011acado}
+B.~Houska, H.~J. Ferreau, and M.~Diehl, ``{ACADO toolkit—An open-source
+  framework for automatic control and dynamic optimization},'' \emph{Optimal
+  control applications and methods}, vol.~32, no.~3, pp. 298--312, 2011.
+
+\bibitem{pulsipher2022unifying}
+J.~L. Pulsipher, W.~Zhang, T.~J. Hongisto, and V.~M. Zavala, ``A unifying
+  modeling abstraction for infinite-dimensional optimization,'' \emph{Computers
+  and Chemical Engineering}, vol. 156, 2022.
+
+\bibitem{dunning2017jump}
+I.~Dunning, J.~Huchette, and M.~Lubin, ``{JuMP: A modeling language for
+  mathematical optimization},'' \emph{SIAM review}, vol.~59, no.~2, pp.
+  295--320, 2017.
+
+\bibitem{jeon2024}
+S.~H. Jeon, S.~Hong, H.~J. Lee, C.~Khazoom, and S.~Kim, ``{CusADi: A GPU
+  Parallelization Framework for Symbolic Expressions and Optimal Control},''
+  2024.
+
+\bibitem{pacaud2024gpu}
+F.~Pacaud and S.~Shin, ``{GPU}-accelerated nonlinear model predictive control
+  with {ExaModels} and {MadNLP},'' \emph{arXiv e-prints}, pp. arXiv--2403,
+  2024.
+
+\bibitem{besard2018juliagpu}
+T.~Besard, C.~Foket, and B.~De~Sutter, ``Effective extensible programming:
+  Unleashing {Julia} on {GPUs},'' \emph{IEEE Transactions on Parallel and
+  Distributed Systems}, 2018.
+
+\bibitem{besard2019prototyping}
+T.~Besard, V.~Churavy, A.~Edelman, and B.~De~Sutter, ``Rapid software
+  prototyping for heterogeneous and distributed platforms,'' \emph{Advances in
+  Engineering Software}, vol. 132, pp. 29--46, 2019.
+
+\bibitem{Churavy_KernelAbstractions_jl}
+\BIBentryALTinterwordspacing
+V.~Churavy, ``{KernelAbstractions.jl}.'' [Online]. Available:
+  \url{github.com/JuliaGPU/KernelAbstractions.jl}
+\BIBentrySTDinterwordspacing
+
+\bibitem{lattner2004llvm}
+C.~Lattner and V.~Adve, ``{LLVM: A compilation framework for lifelong program
+  analysis \& transformation},'' in \emph{International symposium on code
+  generation and optimization, 2004. CGO 2004.}\hskip 1em plus 0.5em minus
+  0.4em\relax IEEE, 2004, pp. 75--86.
+
+\bibitem{MLStyle_jl}
+\BIBentryALTinterwordspacing
+T.~Zhao, ``{MLStyle.jl}.'' [Online]. Available:
+  \url{thautwarm.github.io/MLStyle.jl}
+\BIBentrySTDinterwordspacing
+
+\bibitem{montoison-migot-orban-siqueira-2021}
+A.~Montoison, T.~Migot, D.~Orban, and A.~S. Siqueira, ``{ADNLPModels.jl}:
+  Automatic differentiation models implementing the nlpmodels api,'' 2021.
+
+\bibitem{Orban_NLPModels_jl_Data_Structures_2023}
+D.~Orban and A.~Soares~Siqueira, ``{NLPModels.jl: Data Structures for
+  Optimization Models},'' 2023.
+
+\bibitem{montoison-orban-siquiera-nlpmodelsjump-2020}
+A.~Montoison, D.~Orban, and A.~S. Siqueira, ``{NLPModelsJuMP.jl}: Conversion
+  from {JuMP} models to {NLPModels},'' 2020.
+
+\bibitem{bondarenko2000cops}
+A.~S. Bondarenko, D.~M. Bortz, and J.~Mor{\'e}, ``{COPS: Large-scale
+  nonlinearly constrained optimization problems},'' Argonne National Lab., IL
+  (US), Tech. Rep., 2000.
+
+\bibitem{COPS_jl}
+\BIBentryALTinterwordspacing
+F.~o. Pacaud and T.~Migot, ``{COPSBenchmark.jl}.'' [Online]. Available:
+  \url{github.com/MadNLP/COPSBenchmark.jl}
+\BIBentrySTDinterwordspacing
+
+\bibitem{OCP_jl}
+J.-B. Caillau, O.~Cots, J.~Gergaud, and P.~Martinon,
+  ``{OptimalControlProblems.jl: a collection of optimal control problems with
+  ODE's in Julia}.''
+
+\bibitem{MadNCL}
+A.~Montoison, F.~Pacaud, M.~Saunders, S.~Shin, and D.~Orban, ``{MadNCL: A GPU
+  Implementation of Algorithm NCL for Large-Scale, Degenerate Nonlinear
+  Programs},'' \emph{arXiv preprint arXiv:2510.05885}, 2025.
+
+\bibitem{montoison-2025}
+\BIBentryALTinterwordspacing
+A.~Montoison, F.~Pacaud, S.~Shin, and M.~Anitescu, ``{GPU Implementation of
+  Second-Order Linear and Nonlinear Programming Solvers},'' 2025. [Online].
+  Available: \url{https://arxiv.org/abs/2508.16094}
+\BIBentrySTDinterwordspacing
+
+\end{thebibliography}