New version for ISC.

Author: amontoison

IEEEtran.bst

@@ -0,0 +1,327 @@
+@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}
+}
+
+@article{pulsipher2022unifying,
+      title = {A unifying modeling abstraction for infinite-dimensional optimization},
+      journal = {Computers and Chemical Engineering},
+      volume = {156},
+      year = {2022},
+      issn = {0098-1354},
+      doi = {doi.org/10.1016/j.compchemeng.2021.107567},
+      author = {Joshua L. Pulsipher and Weiqi Zhang and Tyler J. Hongisto and Victor M. Zavala},
+}
+
+@article{shin2021graph,
+  title={Graph-based modeling and decomposition of energy infrastructures},
+  author={Shin, Sungho and Coffrin, Carleton and Sundar, Kaarthik and Zavala, Victor M},
+  journal={IFAC-PapersOnLine},
+  volume={54},
+  number={3},
+  pages={693--698},
+  year={2021},
+  publisher={Elsevier}
+}
+
+@misc{Montoison_CUDSS_jl_Julia_interface,
+author = {Montoison, Alexis},
+license = {MIT},
+title = {{CUDSS.jl: Julia interface for NVIDIA cuDSS}},
+url = {github.com/exanauts/CUDSS.jl}
+}
+
+@article{Andersson2019,
+  author = {Joel A E Andersson and Joris Gillis and Greg Horn and James B Rawlings and Moritz Diehl},
+  title = {{CasADi} -- {A} software framework for nonlinear optimization and optimal control},
+  journal = {Mathematical Programming Computation},
+  volume = {11},
+  number = {1},
+  pages = {1--36},
+  year = {2019},
+  publisher = {Springer},
+  doi = {10.1007/s12532-018-0139-4}
+}
+
+@misc{MLStyle_jl,
+author = {Zhao, Taine},
+license = {["MIT"]},
+title = {{MLStyle.jl}},
+url = {thautwarm.github.io/MLStyle.jl},
+}
+
+@misc{COPS_jl,
+author = {Pacaud, Fran\cc ois and Migot, Tangi},
+license = {["MIT"]},
+title = {{COPSBenchmark.jl}},
+url = {github.com/MadNLP/COPSBenchmark.jl},
+}
+
+@misc{OC_jl,
+author = {Caillau, Jean-Baptiste and Cots, Olivier and Gergaud, Joseph and Martinon, Pierre and Sed, Sophia},
+doi = {10.5281/zenodo.13336563},
+license = {["MIT"]},
+title = {{OptimalControl.jl: a Julia package to model and solve optimal control problems with ODE's}},
+}
+
+@misc{OCP_jl,
+author = {Caillau, Jean-Baptiste and Cots, Olivier and Gergaud, Joseph and Martinon, Pierre},
+doi = {10.5281/zenodo.17013180},
+license = {["MIT"]},
+title = {{OptimalControlProblems.jl: a collection of optimal control problems with ODE's in Julia}},
+}
+
+@article{wachter2006implementation,
+  title={On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming},
+  author={W{\"a}chter, Andreas and Biegler, Lorenz T},
+  journal={Mathematical programming},
+  volume={106},
+  pages={25--57},
+  year={2006},
+  publisher={Springer}
+}
+
+@article{bezanson2017julia,
+  title={Julia: A fresh approach to numerical computing},
+  author={Bezanson, Jeff and Edelman, Alan and Karpinski, Stefan and Shah, Viral B},
+  journal={SIAM review},
+  volume={59},
+  number={1},
+  pages={65--98},
+  year={2017},
+  publisher={SIAM}
+}
+
+@inproceedings{amestoy2000mumps,
+  title={{MUMPS: a general purpose distributed memory sparse solver}},
+  author={Amestoy, Patrick R and Duff, Iain S and L’Excellent, Jean-Yves and Koster, Jacko},
+  booktitle={International Workshop on Applied Parallel Computing},
+  pages={121--130},
+  year={2000},
+  organization={Springer}
+}
+
+@article{schenk2004solving,
+  title={Solving unsymmetric sparse systems of linear equations with PARDISO},
+  author={Schenk, Olaf and G{\"a}rtner, Klaus},
+  journal={Future Generation Computer Systems},
+  volume={20},
+  number={3},
+  pages={475--487},
+  year={2004},
+  publisher={Elsevier}
+}
+
+@article{fowkes2024libhsl,
+  title={{LibHSL: the ultimate collection for large-scale scien-tific computation}},
+  author={Fowkes, J and Lister, A and Montoison, A and Orban, D},
+  journal={Les Cahiers du GERAD ISSN},
+  volume={711},
+  pages={2440},
+  year={2024}
+}
+
+@article{dunning2017jump,
+  title={{JuMP: A modeling language for mathematical optimization}},
+  author={Dunning, Iain and Huchette, Joey and Lubin, Miles},
+  journal={SIAM review},
+  volume={59},
+  number={2},
+  pages={295--320},
+  year={2017},
+  publisher={SIAM}
+}
+
+@article{fourer1990ampl,
+  title={{AMPL: A mathematical programming language}},
+  author={Fourer, Robert and Gay, David M and Kernighan, Brian W},
+  journal={Management Science},
+  volume={36},
+  number={5},
+  pages={519--554},
+  year={1990}
+}
+
+@article{houska2011acado,
+  title={{ACADO toolkit—An open-source framework for automatic control and dynamic optimization}},
+  author={Houska, Boris and Ferreau, Hans Joachim and Diehl, Moritz},
+  journal={Optimal control applications and methods},
+  volume={32},
+  number={3},
+  pages={298--312},
+  year={2011},
+  publisher={Wiley Online Library}
+}
+
+@inproceedings{mastalli2020crocoddyl,
+  title={{Crocoddyl: An efficient and versatile framework for multi-contact optimal control}},
+  author={Mastalli, Carlos and Budhiraja, Rohan and Merkt, Wolfgang and Saurel, Guilhem and Hammoud, Bilal and Naveau, Maximilien and Carpentier, Justin and Righetti, Ludovic and Vijayakumar, Sethu and Mansard, Nicolas},
+  booktitle={2020 IEEE International Conference on Robotics and Automation (ICRA)},
+  pages={2536--2542},
+  year={2020},
+  organization={IEEE}
+}
+
+@misc{OCS2,
+   title = {{OCS2}:  An  open  source  library  for  Optimal  Control  of  Switched Systems},
+   url = {github.com/leggedrobotics/ocs2},
+   author = {Farbod Farshidian and others}
+}
+
+@article{pacaud2024gpu,
+  title={{GPU}-accelerated nonlinear model predictive control with {ExaModels} and {MadNLP}},
+  author={Pacaud, Fran{\c{c}}ois and Shin, Sungho},
+  journal={arXiv e-prints},
+  pages={arXiv--2403},
+  year={2024}
+}
+
+@article{byrd2006k,
+  title={Knitro: An integrated package for nonlinear optimization},
+  author={Byrd, Richard H and Nocedal, Jorge and Waltz, Richard A},
+  journal={Large-scale nonlinear optimization},
+  pages={35--59},
+  year={2006},
+  publisher={Springer}
+}
+
+@misc{Churavy_KernelAbstractions_jl,
+author = {Churavy, Valentin},
+license = {MIT},
+title = {{KernelAbstractions.jl}},
+url = {github.com/JuliaGPU/KernelAbstractions.jl}
+}
+
+% primary paper, detailing the GPU compiler and relevant aspects
+@article{besard2018juliagpu,
+  author        = {Besard, Tim and Foket, Christophe and De Sutter, Bjorn},
+  title         = {Effective Extensible Programming: Unleashing {Julia} on {GPUs}},
+  journal       = {IEEE Transactions on Parallel and Distributed Systems},
+  year          = {2018},
+  doi           = {10.1109/TPDS.2018.2872064},
+  ISSN          = {1045-9219},
+  archivePrefix = {arXiv},
+  eprint        = {1712.03112},
+  primaryClass  = {cs.PL},
+}
+
+% specific paper on array programming for heterogeneous systems
+@article{besard2019prototyping,
+  title         = {Rapid software prototyping for heterogeneous and distributed platforms},
+  author        = {Besard, Tim and Churavy, Valentin and Edelman, Alan and De Sutter, Bjorn},
+  journal       = {Advances in Engineering Software},
+  volume        = {132},
+  pages         = {29--46},
+  year          = {2019},
+  publisher     = {Elsevier}
+}
+
+@techreport{bondarenko2000cops,
+  title={{COPS: Large-scale nonlinearly constrained optimization problems}},
+  author={Bondarenko, Alexander S and Bortz, David M and Mor{\'e}, JJ},
+  year={2000},
+  institution={Argonne National Lab., IL (US)}
+}
+
+% LLVM
+@inproceedings{lattner2004llvm,
+  title={{LLVM: A compilation framework for lifelong program analysis \& transformation}},
+  author={Lattner, Chris and Adve, Vikram},
+  booktitle={International symposium on code generation and optimization, 2004. CGO 2004.},
+  pages={75--86},
+  year={2004},
+  organization={IEEE}
+}
+
+@misc{montoison-2025,
+      title={{GPU Implementation of Second-Order Linear and Nonlinear Programming Solvers}}, 
+      author={Alexis Montoison and François Pacaud and Sungho Shin and Mihai Anitescu},
+      year={2025},
+      eprint={2508.16094},
+      archivePrefix={arXiv},
+      primaryClass={math.OC},
+      url={https://arxiv.org/abs/2508.16094}, 
+}
+
+@software{OptimalControlProblems_jl,
+author = {Caillau, Jean-Baptiste and Cots, Olivier and Gergaud, Joseph and Martinon, Pierre},
+doi = {10.5281/zenodo.17013180},
+license = {["MIT"]},
+title = {{OptimalControlProblems.jl: a collection of optimal control problems with ODE's in Julia}},
+url = {https://control-toolbox.org/OptimalControlProblems.jl}
+}
+
+@article{MadNCL,
+  title   = {{MadNCL: A GPU Implementation of Algorithm NCL for Large-Scale, Degenerate Nonlinear Programs}},
+  author  = {Alexis Montoison and François Pacaud and Michael Saunders and Sungho Shin and Dominique Orban},
+  journal = {arXiv preprint arXiv:2510.05885},
+  year    = {2025},
+}
+
+@unpublished{VanaretLeyffer2024,
+  author = {Vanaret, Charlie and Leyffer, Sven},
+  title = {Unifying nonlinearly constrained nonconvex optimization},
+  year = {2024},
+  note = {Submitted to Mathematical Programming Computation}
+}
+
+@article{pacaud2024condensed,
+  title={Condensed-space methods for nonlinear programming on {GPU}s},
+  author={Pacaud, Fran{\c{c}}ois and Shin, Sungho and Montoison, Alexis and Schanen, Michel and Anitescu, Mihai},
+  journal={arXiv preprint arXiv:2405.14236},
+  year={2024}
+}
+
+@article{montoison-orban-2023,
+  author  = {Montoison, Alexis and Orban, Dominique},
+  title   = {{Krylov.jl: A Julia basket of hand-picked Krylov methods}},
+  journal = {Journal of Open Source Software},
+  volume  = {8},
+  number  = {89},
+  pages   = {5187},
+  year    = {2023},
+  doi     = {10.21105/joss.05187}
+}
+
+@article{wei-montoison-rao-pacaud-anitescu-2025,
+  author  = {Kuang, Wei and Montoison, Alexis and Rao, Vishwas and Pacaud, Fran{\c{c}}ois and Anitescu, Mihai},
+  title   = {{Recovering sparse DFT from missing signals via interior point method on GPU}},
+  journal = {arXiv preprint arXiv:2502.04217},
+  year    = {2025},
+  doi     = {10.48550/arXiv.2502.04217}
+}
+
+@misc{jeon2024,
+  title = {{CusADi: A GPU Parallelization Framework for Symbolic Expressions and Optimal Control}},
+  author = {Se Hwan Jeon and Seungwoo Hong and Ho Jae Lee and Charles Khazoom and Sangbae Kim},
+  year = {2024},
+  eprint = {2408.09662},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.RO},
+}
+
+@misc{montoison-migot-orban-siqueira-2021,
+  title = {{ADNLPModels.jl}: Automatic Differentiation models implementing the NLPModels API},
+  author = {A. Montoison and T. Migot and D. Orban and A. S. Siqueira},
+  year = {2021},
+  doi = {10.5281/zenodo.4605982},
+}
+
+@misc{montoison-orban-siquiera-nlpmodelsjump-2020,
+  author = {A. Montoison and D. Orban and A. S. Siqueira},
+  title = {{NLPModelsJuMP.jl}: Conversion from {JuMP} models to {NLPModels}},
+  year = {2020},
+  DOI = {10.5281/zenodo.2574162},
+}
+
+@misc{Orban_NLPModels_jl_Data_Structures_2023,
+author = {Orban, Dominique and Soares Siqueira, Abel},
+license = {MPL-2.0},
+title = {{NLPModels.jl: Data Structures for Optimization Models}},
+year = {2023}
+}

IEEEtran.cls

@@ -106,8 +106,8 @@
 
 % Define a switch for double-blind mode
 \newif\ifblind
-%\blindtrue  % set \blindfalse for non-blind mode
-\blindtrue
+\blindtrue  % set \blindfalse for non-blind mode
+% \blindfalse
 
 % PDF metadata
 \ifblind
@@ -583,7 +583,7 @@ \section{Discussion}
 %\small
 % \bibliographystyle{abbrvnat}
 \bibliographystyle{siamplain}
-\bibliography{abbrv,main}
+\bibliography{abbrv,main_pp26}
 
 %\newpage
 \appendix