@article{Shaydulin2024,
  doi = {10.1126/sciadv.adm6761},
  adoi = {10.48550/arXiv.2308.02342},
  url = {https://arxiv.org/abs/2308.02342},
  author = {Ruslan Shaydulin and Changhao Li and Shouvanik Chakrabarti and Dylan Herman and Niraj Kumar and Jeffrey Larson and Danylo Lykov and Pierre Minssen and Yue Sun and Yuri Alexeev and Matthew DeCross and Joan M. Dreiling and John P. Gaebler and Thomas M. Gatterman and Justin A. Gerber and Kevin Gilmore and Dan Gresh and Nathan Hewitt and Chandler V. Horst and Shaohan Hu and Jacob Johansen and Mitchell Matheny and Tanner Mengle and Michael Mills and Steven A. Moses and Brian Neyenhuis and Peter Siegfried and Romina Yalovetzky and Marco Pistoia},
  title = {Evidence of Scaling Advantage for the Quantum Approximate Optimization Algorithm on a Classically Intractable Problem},
  year = {2024},
  journal = {Science Advances},
  number = {22},
  volume = {10},
}

@inproceedings{Narayanan2024,
  adoi = {10.1109/qce53715.2022.00086},
  url = {https://arxiv.org/abs/2204.05852},
  author = {Sri Hari Krishna Narayanan and Michael Perlin and Robert Lewis-Swan and Jeffrey Larson and Matt Menickelly and Jan H\"uckelheim and Paul Hovland},
  title = {Challenges with Differentiable Quantum Dynamics},
  year = {2024},
  booktitle = {8th International Conference on Algorithmic Differentiation},
}

@article{Larson2022,
  doi = {10.1007/s12532-023-00245-5},
  adoi = {10.48550/arXiv.2207.08264},
  url = {https://arxiv.org/abs/2207.08264},
  author = {Jeffrey Larson and Matt Menickelly},
  title = {Structure-Aware Methods for Expensive Derivative-Free Nonsmooth Composite Optimization},
  year = {2024},
  journal = {Mathematical Programming Computation},
  volume = {16},
  pages = {1--36},
}

@article{Menickelly2024,
  title = {Energy Efficient Algorithms for Nonlinear Optimization},
  author = {Kibaek Kim and Jeffrey Larson and Sven Leyffer and Matt Menickelly},
  journal = {Energy-Efficient Computing for Science Workshop Position Paper},
  url = {https://web.cvent.com/event/a3dd901a-699e-408c-8a84-81445e6ea64f/websitePage:7ca73c73-b623-4372-82b1-ce52d597b054},
  year = {2024},
}

@article{Jaiswal2021,
  doi = {10.1007/s11590-024-02114-z},
  adoi = {10.48550/arXiv.2108.13504},
  url         = {https://arxiv.org/abs/2108.13504},
  author      = {Prateek Jaiswal and Jeffrey Larson},
  title       = {Multistart Algorithm for Identifying All Optima of Nonconvex Stochastic Functions},
  year        = {2024},
  journal     = {Optimization Letters},
  volume={18},
  number={6},
  pages={1335--1360}, 
}

@misc{ibcdfo,
  author      = {Jeffrey Larson and Matt Menickelly and Jared P. O'Neal and Stefan M. Wild},
  title       = {Interpolation-Based Composite Derivative-Free Optimization},
  url        = {https://github.com/POptUS/IBCDFO},
  year        = {2024}
}

@article{Davatgari2023,
  doi = {10.1016/j.ejor.2024.04.022},
  url = {https://arxiv.org/abs/2305.00806},
  author = {Amir Davatgari and Taner Cokyasar and Jeffrey Larson and Abolfazl Mohammadian},
  title = {Electric Vehicle Supply Equipment Location and Capacity Allocation for Fixed-Route Networks},
  Year = {2024},
  journal = {European Journal of Operational Research},
  volume={317},
  number={3},
  pages={953--966}
}

@article{Fei2023,
  doi = {10.1145/3670416},
  adoi = {10.48550/arXiv.2308.03132},
  author = {Xinyu Fei and Lucas T. Brady and Jeffrey Larson and Sven Leyffer and Siqian Shen},
  title = {Switching Time Optimization for Binary Quantum Optimal Control},
  year = {2024},
  journal = {ACM Transactions on Quantum Computing},
}

@article{Fei2024,
  doi = {10.48550/arXiv.2401.10120},
  author = {Xinyu Fei and Lucas T. Brady and Jeffrey Larson and Sven Leyffer and Siqian Shen},
  title = {Binary Quantum Control Optimization with Uncertain {Hamiltonians}},
  year = {2024},
  journal = {Under review},
}

@article{Shi2024,
  doi = {10.48550/arXiv.2401.10121},
  author = {Jeffrey Larson and Matt Menickelly and Jiahao Shi},
  title = {A Novel Noise-Aware Classical Optimizer for Variational Quantum Algorithms},
  year = {2024},
  journal = {Under review},
}

@article{Xingfu2024,
  doi = {10.48550/arXiv.2402.09222},
  author = {Wu, Xingfu and Tramm, John and Larson, Jeffrey and Navarro, John-Luke and Balaprakash, Prasanna  and Videau, Brice and Kruse, Michael and Hovland, Paul and Taylor, Valerie  and Hall, Mary},
  title = {Integrating ytopt and {libEnsemble} to Autotune {OpenMC}},
  year = {2024},
  journal = {International Journal of High Performance Computing Applications},
}

@article{Hudson2024,
  doi = {10.48550/arXiv.2403.03709},
  author = {Stephen Hudson and Jeffrey Larson and John-Luke Navarro and Stefan M. Wild},
  title = {Portable, heterogeneous ensemble workflows at scale using {libEnsemble}},
  year = {2024},
  journal = {Under review},
}

@article{Zuniga2024,
  doi = {10.48550/arXiv.2406.01859},
  author = {Juan C. Zu\~{n}iga Castro and Jeffrey Larson and Sri Hari Krishna Narayanan and Victor E. Colussi and Michael A. Perlin and Robert J. Lewis-Swan},
  title = {Variational quantum state preparation for quantum-enhanced metrology in noisy systems},
  year = {2024},
  journal = {Under review},
}

@misc{qfiopt,
  author      = {Colussi, V.~E. and Larson, J. and Lewis-Swan, R.~J. and Narayanan, S.~H.~K. and Perlin, M.~A. and Zu\~{n}iga Castro, J.~C.},
  title       = {{QFI-Opt}},
  url        = {https://github.com/jmlarson1/QFI-Opt},
  year        = {2024}
}

@article{Hao2024,
  doi = {10.48550/arXiv.2408.00557},
  author = {Tianyi Hao and Zichang He and Ruslan Shaydulin and Jeffrey Larson and Marco Pistoia},
  title = {End-to-End Protocol for High-Quality {QAOA} Parameters with Few Shots},
  year = {2024},
  journal = {Under review},
}

@article{Chen2022,
  doi = {10.1103/prxquantum.4.040347},
  url = {https://arxiv.org/abs/2212.07987},
  author = {Daniel T. Chen and Brian Doolittle and Jeffrey Larson and Zain H. Saleem and Eric Chitambar},
  title = {Inferring Quantum Network Topology using Local Measurements},
  year = {2023},
  journal = {PRX Quantum},
  volume={4},
  pages = {040347},
}

@article{FerranPousa2022a,
  doi = {10.1103/PhysRevAccelBeams.26.084601},
  url = {https://arxiv.org/abs/2212.12551},
  author = {A. {Ferran Pousa} and S. Jalas and M. Kirchen and A. {Martinez de
    la Ossa} and M. Th\'{e}venet and S. Hudson and J. Larson and A. Huebl and
      J.-L. Vay and R. Lehe},
  title = {Bayesian optimization of laser-plasma accelerators assisted by reduced physical models},
  year = {2023},
  journal = {Physical Review Accelerators and Beams},
  volume = {26},
  number = {8},
  pages = {084601},
}

@article{Fei2022,
  doi = {10.22331/q-2023-01-04-892},
  url = {https://arxiv.org/abs/2204.05773},
  author = {Xinyu Fei and Lucas T. Brady and Jeffrey Larson and Sven Leyffer and Siqian Shen},
  title = {Binary Control Pulse Optimization for Quantum Systems},
  year = {2023},
  volume = {7},
  pages = {892},
  journal = {Quantum},
}

@article{Vakayil2023,
  doi = {10.48550/arXiv.2311.06160},
  author = {Akhil Vakayil and Felipe de Souza and Taner Cokyasar and Krishna Murthy Gurumurthy and Jeffrey Larson},
  title = {Large-Scale Dynamic Ridesharing with Iterative Assignment},
  year = {2023},
  journal = {Under review},
}

@misc{Broz2023,
  author = {Joe Broz and Mark Byrd and Yanne Chembo and Wibe A. de Jong and Eden Figueroa and Travis Humble and Jeffrey Larson and Pavel Lougovski and Ojas Parekh and Gregory Quiroz and Krysta Svore},
  googleauthors = {Joe Broz and Mark Byrd and Yanne Chembo and Wibe A de Jong and Eden Figueroa and Travis Humble and Jeffrey Larson and Ojas Parekh},
  institution = {U.S. Department of Energy Office of Science Advanced Scientific Computing Research Program},
  title = {Basic Research Needs in Quantum Computing and Communications Pre-Workshop Report},
  year = {2023},
  url = {https://www.orau.gov/ASCR-BRN-Quantum},
}

@article{Bryson2022,
  doi = {10.1186/s40594-022-00394-4},
  title = {Leveraging national laboratories to increase {Black} representation in {STEM: R}ecommendations within the {D}epartment of {E}nergy},
  author = {Jarrad Hampton-Marcell and Tasia Bryson and Jeffrey Larson and Taylor Childers and Spencer Pasero and Cortez Watkins and Thomas Reed and Dorletta Flucas-Payton and Michael Papka},
  year = {2023},
  volume = {10},
  number = {1},
  journal = {International Journal of STEM Education},
}

@article{Neveu2022,
  doi = {10.1016/j.cpc.2022.108566},
  month = {oct},
  volume = {283},
  pages = {108566},
  year = {2023},
  publisher = {Elsevier {BV}},
  author = {Nicole Neveu and Tyler H. Chang and Paris Franz and Stephen Hudson and Jeffrey Larson},
  title = {Comparison of Multiobjective Optimization Methods for the {LCLS}-{II} Photoinjector},
  journal = {Computer Physics Communications}
}

@article{Shaydulin2022,
  doi = {10.1145/3584706},
  author = {Ruslan Shaydulin and Phillip C. Lotshaw and Jeffrey Larson and James Ostrowski and Travis S. Humble},
  title = {Parameter Transfer for Quantum Approximate Optimization of Weighted {MaxCut}},
  year = {2023},
  volume = {4},
  number = {3},
  pages = {1--15},
  url = {https://arxiv.org/abs/2201.11785},
  journal = {ACM Transactions on Quantum Computing},
}

@article{Padidar2022,
  doi = {10.1007/s11590-022-01950-1},
  author = {Jeffrey Larson and Misha Padidar and Stefan M. Wild},
  title = {Modeling Approaches for Addressing Simple Unrelaxable Constraints with Unconstrained Optimization Methods}, 
  year = {2023},
  url = {https://arxiv.org/abs/2205.09627},
  journal = {Optimization Letters},
  volume = {17},
  number = {3},
  pages = {561--589},
}

@article{Eldred2021,
  author = {Jeffrey S. Eldred and Jeffrey Larson and Misha Padidar and Eric Stern and Stefan M. Wild},
  title = {Derivative-free optimization of a rapid-cycling synchrotron},
  year = {2023},
  volume = {24},
  number = {2},
  pages = {1289--1319},
  url = {https://arxiv.org/abs/2108.04774},
  journal = {Optimization and Engineering},
  publisher = {Springer Science and Business Media {LLC}},
  doi = {10.1007/s11081-022-09733-4},
}

@inproceedings{Liu2022,
  doi = {10.1109/ISCAS46773.2023.10181370},
  url = {http://arxiv.org/abs/2302.02003},
  author      = {Ji Liu and Max Bowman and Pranav Gokhale and Siddharth Dangwal and Jeffrey Larson and Frederic T. Chong and Paul D. Hovland},
  title       = {{QContext: C}ontext-Aware Decomposition for Quantum Gates},
  year        = {2023},
  booktitle    = {Proceedings of the IEEE International Symposium on Circuits and Systems},
}

@article{Bowman2022b,
  doi = {10.1145/3609229},
  url         = {http://arxiv.org/abs/2209.02669},
  author      = {Max Aksel Bowman and Pranav Gokhale and Jeffrey Larson and Ji Liu and Martin Suchara},
  title       = {Hardware-Conscious Optimization of the Quantum {Toffoli} Gate},
  year        = {2023},
  publisher = {Association for Computing Machinery ({ACM})},
  volume = {4},
  number = {4},
  pages = {1--19},
  journal = {{ACM} Transactions on Quantum Computing}
}

@article{Cokyasar2022,
  doi = {10.1177/03611981221124592},
  author = {Taner Cokyasar and Anirudh Subramanyam and Jeffrey Larson and Monique Stinson and Olcay Sahin},
  title = {Time-Constrained Capacitated Vehicle Routing Problem in Urban E-Commerce Delivery},
  year = 2023,
  month = {oct},
  publisher = {{SAGE} Publications},
  volume = {2677},
  number = {2},
  pages = {190--203},
  journal = {Transportation Research Record: Journal of the Transportation Research Board}
}

@article{Hudson2023, 
  doi = {10.21105/joss.06031}, 
  url = {https://doi.org/10.21105/joss.06031},
  year = {2023},
  publisher = {The Open Journal},
  volume = {8}, 
  number = {92},
  pages = {6031},
  author = {Stephen Hudson and Jeffrey Larson and John-Luke Navarro and Stefan M. Wild},
  title = {{libEnsemble: A} complete Python toolkit for dynamic ensembles of calculations},
  journal = {Journal of Open Source Software}
}

@misc{libE,
  author      = {Stephen Hudson and Jeffrey Larson and Stefan M. Wild and David Bindel and John-Luke Navarro},
  title       = {libEnsemble},
  url         = {https://github.com/Libensemble/libEnsemble},
  year        = {2023}
}

@article{Smith2021,
  doi = {10.1145/3548693},
  author = {Ethan Smith and Marc G. Davis and Jeffrey Larson and Ed Younis and Wim Lavrijsen and Costin Iancu},
  title = {{LEAP: S}caling Numerical Optimization Based Synthesis Using an Incremental Approach},
  year = {2023},
  url = {http://arxiv.org/abs/2106.11246},
  journal = {ACM Transactions on Quantum Computing},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  volume = {4},
  number = {1},
}

@article{Su2023,
  doi = {10.1063/5.0142940},
  volume = {30},
  number = {5},
  url = {https://arxiv.org/abs/2301.09697},
  author = {Qianqian Su and Jeffrey Larson and Thamine Dalichaouch and Fei Li
    and Weiming An and Lance Hildebrand and Yujian Zhao and Viktor Decyk and E.
      Paulo Alves and Stefan Wild and Warren Mori},
  title = {Optimization of transformer ratio and beam loading in plasma
    wakefield accelerator with a structure-exploiting algorithm},
  year = {2023},
  journal = {Physics of Plasmas},
}

@article{Luo2022,
  doi = {10.48550/arXiv.2211.00675},
  url = {https://arxiv.org/abs/2211.00675},
  author = {Fengqiao Luo and Jeffrey Larson},
  title = {An Empirical Quantile Estimation Approach to Nonlinear Optimization Problems with Chance Constraints},
  year = {2023},
  journal = {Under review},
}

@misc{Lougovski2023,
  author = {Lougovski, Pavel and Parekh, Ojas and Broz, Joe and Byrd, Mark and Chapman, Joseph C. and Chembo, Yanne and de Jong, Wibe A. and Figueroa, Eden and Humble, Travis S. and Larson, Jeffrey and Quiroz, Gregory and Ravi, Gokul and Shammah, Nathan and Svore, Krysta M. and Wu, Wenji and Zeng, William J.},
  institution={Office of Scientific and Technical Information},
  DOI={10.2172/2001045},
  title = {Report for the ASCR Workshop on Basic Research Needs in Quantum Computing and Networking},
  year = {2023},
  url = {https://www.orau.gov/ASCR-BRN-Quantum},
}

@inproceedings{Kakkar2022,
  doi = {10.1109/qce53715.2022.00086},
  url = {https://arxiv.org/abs/2204.05852},
  author = {Ashish Kakkar and Jeffrey Larson and Alexey Galda and Ruslan Shaydulin},
  title = {Characterizing Error Mitigation by Symmetry Verification in {QAOA}},
  year = {2022},
  booktitle = {IEEE International Conference on Quantum Computing and Engineering},
}

@article{Morvan2021,
  author = {Alexis Morvan and Larry Chen and Jeffrey Larson and David I. Santiago and Irfan Siddiqi},
  title = {Optimizing frequency allocation for fixed-frequency superconducting quantum processors},
  Year = {2022},
  url = {https://arxiv.org/abs/2112.01634},
  doi = {10.1103/PhysRevResearch.4.023079},
  volume = {4},
  number = {2},
  journal = {Physical Review Research},
}

@inproceedings{Renganathan2021,
  doi = {10.48550/arXiv.2105.09824},
  url = {https://arxiv.org/abs/2105.09824},
  author = {Renganathan, Ashwin and Larson, Jeffrey and Wild, Stefan M.},
  title = {Lookahead Acquisition Functions for Finite-Horizon Time-Dependent {Bayesian} Optimization and Application to Quantum Optimal Control},
  Year = {2022},
}

@inproceedings{FerranPousa2022,
  doi = {10.18429/JACoW-IPAC2022-WEPOST030},
  author       = {A. {Ferran Pousa} and S. Jalas and M. Kirchen and A. {Martinez de
    la Ossa} and M. Th\'{e}venet and S. Hudson and J. Larson and A. Huebl and
      J.-L. Vay and R. Lehe},
  title = {Multitask optimization of laser-plasma accelerators using simulation codes with different fidelities},
  year         = {2022},
  booktitle    = {Proceedings of the 13th International Particle Accelerator Conference},
}

@article{Subramanyam2022,
  doi = {10.1016/j.trc.2022.103830},
  author      = {Anirudh Subramanyam and Taner Cokyasar and Jeffrey Larson and Monique Stinson},
  title       = {Joint Routing of Conventional and Range-Extended Electric Vehicles in a Large Metropolitan Network},
  year        = {2022},
  url         = {https://arxiv.org/abs/2112.12769},
  journal     = {Transportation Research Part C: Emerging Technologies},
  volume = {144},
  pages = {103830},
}

@article{Chang2020b,
  doi = {10.1145/3529258},
  volume = {48},
  number = {3},
  pages = {1--34},
  author = {Tyler H. Chang and Layne T. Watson and Jeffrey Larson and Nicole Neveu and William I. Thacker and Shubhangi Deshpande and Thomas C. H. Lux},
  title = {Algorithm 1028: {VTMOP: S}olver for Blackbox Multiobjective Optimization Problems},
  year        = {2022},
  journal     = {{ACM} Transactions on Mathematical Software},
}

@techreport{libEnsembleManual,
  author      = {Stephen Hudson and Jeffrey Larson and Stefan M. Wild and
                 David Bindel and John-Luke Navarro},
  title       = {{libEnsemble} Users Manual},
  institution = {Argonne National Laboratory},
  version      = {0.9.2},
  year        = {2022},
  url         = {https://buildmedia.readthedocs.org/media/pdf/libensemble/latest/libensemble.pdf}
}

@article{Manns2020,
  doi = {10.1137/20m1370501},
  url = {https://doi.org/10.1137/20m1370501},
  author    = {Christian Kirches and Jeffrey Larson and Sven Leyffer and Paul Manns},
  title     = {Sequential Linearization Method for Bound-Constrained Mathematical Programs with Complementarity Constraints},
  year      = {2022},
  volume = {32},
  number = {1},
  pages = {75--99},
  url       = {https://arxiv.org/abs/2009.14047},
  journal   = {SIAM Journal on Optimization},
}

@article{Luo2020,
  doi       = {10.1287/opre.2021.2126},
  url       = {https://doi.org/10.1287/opre.2021.2126},
  author    = {Fengqiao Luo and Jeffrey Larson},
  title     = {A Repeated Route-then-Schedule Approach to Coordinated Vehicle Platooning: {Algorithms}, Valid Inequalities and Computation},
  url       = {https://arxiv.org/abs/2004.13758},
  year = 2022,
  publisher = {Institute for Operations Research and the Management Sciences ({INFORMS})},
  volume = {70},
  number = {4},
  pages = {2477--2495},
  journal   = {Operations Research},
}

@inproceedings{Hao2022,
  doi = {10.1109/qcs56647.2022.00017},
  url = {https://arxiv.org/abs/2211.07016},
  author = {Tianyi Hao and Ruslan Shaydulin and Marco Pistoia and Jeffrey Larson},
  booktitle = {Third International Workshop on Quantum Computing Software (held in conjunction with SC22)},
  title = {Exploiting In-Constraint Energy in Constrained Variational Quantum Optimization},
  year = {2022},
}

@inproceedings{Shi2022,
  doi = {10.1109/sec54971.2022.00062},
  url = {https://arxiv.org/abs/2209.11839},
  author = {Kaiyan Shi and Rebekah Herrman and Ruslan Shaydulin and Shouvanik
    Chakrabarti and Marco Pistoia and Jeffrey Larson},
  booktitle = {{IEEE}/{ACM} Symposium on Edge Computing},
  title = {Multiangle {QAOA} Does Not Always Need All Its Angles},
  publisher = {{IEEE}},
  year = {2022},
}

@article{Hudson2021,
  author  = {Hudson, Stephen and Larson, Jeffrey and Navarro, John-Luke and Wild, Stefan M.},
  title   = {{libEnsemble: A} Library to Coordinate the Concurrent Evaluation of Dynamic Ensembles of Calculations},
  journal = {{IEEE} Transactions on Parallel and Distributed Systems},
  year = 2022,
  doi = {10.1109/TPDS.2021.3082815},
  url = {https://doi.org/10.1109/TPDS.2021.3082815},
  anumber = {ANL/MCS-P9447-0221},
  volume = {33},
  number = {4},
  pages = {977--988},
}

@inproceedings{Abhinit2022,
  doi = {10.1109/works56498.2022.00016},
  year = 2022,
  month = {nov},
  apublisher = {{IEEE}},
  author = {Ishan Abhinit and Emily K. Adams and Khairul Alam and Brian Chase
    and Ewa Deelman and Lev Gorenstein and Stephen Hudson and Tanzima Islam and
      Jeffrey Larson and Geoffrey Lentner and Anirban Mandal and John-Luke
      Navarro and Bogdan Nicolae and Line Pouchard and Rob Ross and Banani Roy
      and Mats Rynge and Alexander Serebrenik and Karan Vahi and Stefan Wild
      and Yufeng Xin and Rafael Ferreira da Silva and Rosa Filgueira},
  title = {Novel Proposals for {FAIR}, Automated, Recommendable, and Robust Workflows},
  booktitle = {{IEEE}/{ACM} Workshop on Workflows in Support of Large-Scale Science ({WORKS})},
}

@article{Larson2020,
  author = {Larson, Jeffrey and Menickelly, Matt and Zhou, Baoyu},
  title = {Manifold Sampling for Optimizing Nonsmooth Nonconvex Compositions},
  Year = {2021},
  journal = {SIAM Journal on Optimization},
  url = {https://doi.org/10.1137/20M1378089},
  doi = {10.1137/20M1378089},
  volume = {31},
  number = {4},
  pages = {2638--2664},
}

@article{Shaydulin2021,
  title = {Standardized Low-Level Noise Characterization to Differentiate {DOE} Quantum Testbeds},
  author = {Ruslan Shaydulin and Martin Suchara and Jeffrey Larson},
  journal = {Quantum Computing Testbeds Stakeholder Workshop White Paper},
  url = {http://www.mcs.anl.gov/~jlarson/reports/testbeds_whitepaper.pdf},
  year = {2021},
}

@inproceedings{Tang2020,
  author      = {Wei Tang and Teague Tomesh and Martin Suchara and Jeffrey Larson and Margaret Martonosi},
  title       = {{CutQC: U}sing Small Quantum Computers for Large Quantum Circuit Evaluations},
  year        = {2021},
  doi         = {10.1145/3445814.3446758},
  url         = {https://doi.org/10.1145/3445814.3446758},
  booktitle   = {Proceedings of the ACM International Conference on Architectural Support for Programming Languages and Operating Systems},
  pages       = {473--486},
}

@article{Palkar2019,
  doi = {10.1007/s10898-020-00978-w},
  url = {https://doi.org/10.1007/s10898-020-00978-w},
  author      = {Jeffrey Larson and Sven Leyffer and Prashant Palkar and Stefan M. Wild},
  title       = {A Method for Convex Black-Box Integer Global Optimization},
  ainstitution = {Argonne National Laboratory, Mathematics and Computer Science Division},
  anumber      = {ANL/MCS-P9161-0219},
  year        = {2021},
  atype        = {Preprint},
  anumber      = {1903.11366},
  ainstitution = {ArXiv},
  volume = {80},
  number = {2},
  pages = {439--477},
  url         = {https://arxiv.org/abs/1903.11366},
  journal = {Journal of Global Optimization}
}

@article{Shepard2020,
  author       = {Ron Shepard and Scott R. Brozell and Jeffrey Larson and Paul Hovland and Sven Leyffer},
  title        = {Wave Function Analysis with a Maximum Flow Algorithm},
  doi          = {10.1080/00268976.2020.1861351},
  url          = {https://doi.org/10.1080/00268976.2020.1861351},
  journal      = {Molecular Physics},
  volume = {119},
  number = {13},
  pages = {e1861351},
  year  = {2021},
}

@article{Di2020,
  author = {Wendy Di and Jeffrey Larson and Sven Leyffer and Stefan M. Wild},
  journal = {Argonne 2050},
  title = {{AI} for an Integrated and Accelerated Scientific Method},
  year = {2020},
  subdate = {03/05/20},
}

@article{Cokyasar2020,
  doi         = {10.1016/j.trb.2020.09.003},
  url         = {https://doi.org/10.1016/j.trb.2020.09.003},
  author      = {Taner Cokyasar and Jeffrey Larson},
  title       = {Optimal Assignment for the Single-Household Shared Autonomous Vehicle Problem},
  year        = {2020},
  journal     = {Transportation Research Part B: Methodological},
  volume      = {141},
  pages       = {98--115},
}

@inproceedings{Chang2020a,
  doi = {10.1109/wsc48552.2020.9383875},
  url = {https://doi.org/10.1109/wsc48552.2020.9383875},
  pages = {3081--3092},
  author      = {Tyler H. Chang and Jeffrey Larson and Layne T. Watson},
  title       = {Multiobjective Optimization of the Variability of the High-Performance {LINPACK} Solver},
  year        = {2020},
  alturl         = {http://meetings2.informs.org/wordpress/wsc2020/},
  booktitle   = {Proceedings of the Winter Simulation Conference},
}

@inproceedings{Chang2020,
  author      = {Tyler H. Chang and Jeffrey Larson and Layne T. Watson and Thomas C. H. Lux},
  doi         = {10.22360/springsim.2020.hpc.001},
  url         = {https://doi.org/10.22360/springsim.2020.hpc.001},
  title       = {Managing computationally expensive blackbox multiobjective optimization problems with {libEnsemble}},
  year        = {2020},
  alturl         = {https://springsim.conferencespot.org/event-data/pdf/a033/f033},
  booktitle   = {Proceedings of the Spring Simulation Conference},
}

@inproceedings{Shepard2020a,
  author       = {Ron Shepard and Scott R. Brozell and Jeffrey Larson and Paul Hovland and Sven Leyffer},
  title        = {An Arc Density Maximum Flow Algorithm (poster)},
  booktitle    = {60th Sanibel Symposium},
  year         = {2020},
  url         = {https://sanibelsymposium.qtp.ufl.edu/index.php?gf-download=2020%2F01%2FArcDensitySanibelAbstract.pdf&form-id=1&field-id=7&hash=1a42a9cb43af99f12d5c648d0a260349e4ae4b8984a7857daa5c0e8dd14b4e00},
  url          = {https://sanibelsymposium.qtp.ufl.edu/resources/abstracts/}
}

@inproceedings{Renganathan2020a,
  author    = {S. Ashwin Renganathan and Jeffrey Larson and Stefan M. Wild},
  title     = {Recursive Two-Step Lookahead Expected Payoff for Time-Dependent {Bayesian} Optimization},
  year      = {2020},
  url       = {https://arxiv.org/abs/2006.08037},
  doi = {10.48550/arXiv.2006.08037},
}

@article{Alexeev2020,
  author       = {Yuri Alexeev and Jeffrey Larson and Sven Leyffer and Ruslan Shaydulin},
  title        = {Solving Combinatorial Optimization Problems on Quantum Computers},
  volume       = {July/August},
  year         = {2020},
  url = {https://sinews.siam.org/Details-Page/solving-combinatorial-optimization-problems-on-quantum-computers},
  journal = {SIAM News},
}

@inproceedings{Smith2020,
  doi = {10.48550/arXiv.2106.11246},
  url = {https://arxiv.org/abs/2106.11246},
  author = {Ethan Smith and Marc G. Davis and Jeffrey Larson and Costin Iancu},
  booktitle = {First International Workshop on Quantum Computing Software (held in conjunction with SC20)},
  title = {{LEAP: S}caling Numerical Optimization Based Synthesis Using an Incremental Approach},
  year = {2020},
}

@article{Javanmardi2018,
  year = 2019,
  author = {Mahmoud Javanmardi and Ehsan Sabri Islam and Joshua Auld and Jeffrey Larson},
  title = {A Case Study Analysis of Energy Consumption Potential of Coordinated Platooning in Urban Networks},
  journal = {Proceedings of the Transportation Research Record Annual Meeting},
  url = {https://anl.app.box.com/s/vtxnuqhgfgzb1cqq2jmzp7u879negxi8},
  alturl = {http://amonline.trb.org/68387-trb-1.4353651/t0009-1.4503846/1360-1.4504334/19-05047-1.4501899/19-05047-1.4504365?qr=1}
}

@inproceedings{Neveu2019,
  author       = {N. Neveu and S. Hudson and J. Larson and L. Spentzouris},
  title        = {Comparison of Model-Based and Heuristic Optimization Algorithms Applied to Photoinjectors Using {libEnsemble}},
  booktitle    = {Proceedings of the 13th International Computational Accelerator Physics Conference},
  pages        = {22--24},
  outpaper        = {SAPAF03},
  outlanguage     = {english},
  outvenue        = {Key West, FL, USA},
  outseries       = {International Computational Accelerator Physics Conference},
  outnumber       = {13},
  outpublisher    = {JACoW Publishing},
  outaddress      = {Geneva, Switzerland},
  anlnumber    = {ANL/MCS-P9244-0919},
  month        = {Jan.},
  year         = {2019},
  isbn         = {978-3-95450-200-4},
  doi          = {10.18429/JACoW-ICAP2018-SAPAF03},
  url          = {http://jacow.org/icap2018/papers/sapaf03.pdf},
}

@inproceedings{Shaydulin2019,
  doi = {10.1109/hpec.2019.8916288},
  url = {https://doi.org/10.1109/hpec.2019.8916288},
  author      = {Ruslan Shaydulin and Ilya Safro and Jeffrey Larson},
  title       = {Multistart Methods for Quantum Approximate Optimization},
  ainstitution = {Argonne National Laboratory, Mathematics and Computer Science Division},
  anumber      = {ANL/MCS-P9181-0519},
  year        = {2019},
  atype        = {Preprint},
  anumber      = {1905.08768},
  ainstitution = {ArXiv},
  url         = {https://arxiv.org/abs/1905.08768},
  booktitle = {Proceedings of the IEEE High Performance Extreme Computing Conference},
  note = {\textbf{Best Student Paper}}
}

@article{LMW2019,
  author  = {Jeffrey Larson and Matt Menickelly and Stefan M. Wild},
  title   = {Derivative-free optimization methods},
  journal = {Acta Numerica},
  year    = {2019},
  doi     = {10.1017/s0962492919000060},
  url     = {https://doi.org/10.1017/s0962492919000060},
  publisher = {Cambridge University Press},
  volume = {28},
  pages = {287--404},
}

@misc{osti1512292,
  title = {Design, Analysis, and Operations Toolkit {(DAO-Tk)}},
  author = {Martinek, Janna and Wagner, Michael and Zolan, Alexander and Boyd, Matthew and Newman, Alexandra and Morton, David and Leyffer, Sven and Larson, Jeffrey},
  url = {https://www.osti.gov//servlets/purl/1512292},
  doi = {10.11578/dc.20190513.3},
  url = {https://doi.org/10.11578/dc.20190513.3},
  year = {2019},
  anotherurl = {https://github.com/NREL/dao-tk},
}

@misc{Lavrijsen2019,
  title={{SKQuant-Opt: O}ptimizers for Noisy Intermediate-Scale Quantum Devices},
  url = {http://scikit-quant.org},
  author={ Wim Lavrijsen and Ana Tudor and Jeffrey Larson and Kevin J. Sung and
    Lucy Linder and Juliane Mueller and Jarrod R. McClean and Ryan Babbush and
      Miroslav Urbanek and Costin Iancu and Wibe A {de Jong}},
  year={2019},
  publisher={APS}
}

@article{Larson2018,
  author  = {Jeffrey Larson and Stefan M. Wild},
  title   = {Asynchronously Parallel Optimization Solver for Finding Multiple Minima},
  journal = {Mathematical Programming Computation},
  year    = {2018},
  number  = {3},
  volume  = {10},
  pages   = {303--332},
  anumber = {ANL/MCS-P5575-0316},
  doi     = {10.1007/s12532-017-0131-4},
  url     = {https://doi.org/10.1007/s12532-017-0131-4},
}

@article{Suchara2018,
  author = {Martin Suchara and Yuri Alexeev and Frederic Chong and Hal Finkel and Henry Hoffmann and Jeffrey Larson and James Osborn and Graeme Smith},
  title = {Hybrid Quantum-Classical Computing Architectures},
  journal = {3rd International Workshop on Post Moore's Era Supercomputing},
  year = {2018},
  url = {http://www.mcs.anl.gov/~jlarson/reports/post-moore-workshop.pdf}
}

@article{BalLarLey2018a,
  author = {Prasanna Balaprakash and Jeffrey Larson and Sven Leyffer},
  journal = {SciML: ASCR Scientific Machine Learning Workshop},
  title = {Optimization Models and Paradigms for Machine Learning},
  year = {2018},
  subdate = {01/05/18},
}

@article{BalLarLey2018,
  author = {Prasanna Balaprakash and Jeffrey Larson and Sven Leyffer},
  journal = {SciML: ASCR Scientific Machine Learning Workshop},
  title = {Exploration vs.~Exploitation: {Mathematical} Performance Guarantees},
  year = {2018},
  subdate = {01/05/18},
}

@article{BalLarWil2018,
  author = {P. Balaprakash and J. Larson and V. Vishwanath and Stefan M. Wild},
  journal = {SciML: ASCR Scientific Machine Learning Workshop},
  title = {Derivative-Free Mixed-Integer Optimization for Automated Predictive Modeling using Machine Learning},
  year = {2018},
  subdate = {01/05/18},
}

@inproceedings{Neveu2018,
  author       = {N.R. Neveu and J. Larson and J.G. Power and L.K. Spentzouris},
  title        = {Photoinjector Optimization Studies at the {AWA}},
  booktitle    = {Proceedings of the 9th International Particle Accelerator Conference},
  pages        = {4169--4171},
  outlanguage     = {english},
  outpaper        = {THPMF049},
  outvenue        = {Vancouver, BC, Canada},
  outseries       = {International Particle Accelerator Conference},
  outnumber       = {9},
  outpublisher    = {JACoW Publishing},
  outaddress      = {Geneva, Switzerland},
  month        = {June},
  year         = {2018},
  isbn         = {978-3-95450-184-7},
  doi          = {10.18429/JACoW-IPAC2018-THPMF049},
  url          = {https://doi.org/10.18429/JACoW-IPAC2018-THPMF049},
}

@article{Luo2018,
  doi = {10.1016/j.trc.2018.02.011},
  url = {https://doi.org/10.1016/j.trc.2018.02.011},
  year = 2018,
  month = {may},
  publisher = {Elsevier {BV}},
  volume = {90},
  pages = {213--225},
  author = {Fengqiao Luo and Jeffrey Larson and Todd Munson},
  title = {Coordinated platooning with multiple speeds},
  journal = {Transportation Research Part C: Emerging Technologies},
  mcsurl = {http://www.mcs.anl.gov/papers/P7064-0617.pdf},
}

@article{KLW2018,
  doi = {10.1137/17m114741x},
  url = {https://doi.org/10.1137/17m114741x},
  year = 2018,
  publisher = {Society for Industrial {\&} Applied Mathematics ({SIAM})},
  volume = {28},
  number = {4},
  pages = {3001--3024},
  author = {Kamil A. Khan and Jeffrey Larson and Stefan M. Wild},
  title = {Manifold Sampling for Optimization of Nonconvex Functions That Are Piecewise Linear Compositions of Smooth Components},
  journal = {{SIAM} Journal on Optimization}
}

@article{Carlsson2016,
  author = {Carlsson, Mats and Johansson, Mikael and Larson, Jeffrey},
  title = {Scheduling Double Round-Robin Tournaments with Divisional Play Using Constraint Programming},
  Year = {2017},
  month = {jun},
  journal = {European Journal of Operational Research},
  volume = {259},
  issueout = {3},
  number = {3},
  pages = {1180--1190},
  url = {https://doi.org/10.1016/j.ejor.2016.11.033},
  doi = {10.1016/j.ejor.2016.11.033},
}

@article{Sokolov2017,
  doi = {10.3141/2667-02},
  url = {https://doi.org/10.3141/2667-02},
  year = 2017,
  month = {jan},
  publisher = {{SAGE} Publications},
  volume = {2667},
  number = {1},
  pages = {10--16},
  author = {Vadim Sokolov and Jeffrey Larson and Todd Munson and Josh Auld and Dominik Karbowski},
  title = {Maximization of Platoon Formation Through Centralized Routing and Departure Time Coordination},
  journal = {Transportation Research Record: Journal of the Transportation Research Board}
}

@article{Buluc17ASCR,
  title = {The Role of Applied Mathematics in Quantum Computing: {Old} Can be New Again?},
  author = {Ayd{\i}n Bulu\c{c} and Wibe de Jong and Lin Lin and Jeffrey Larson and Stefan M. Wild},
  journal = {ASCR Applied Math Meeting White Paper},
  doi =  {10.6084/m9.figshare.5324869.v1},
  url =  {https://doi.org/10.6084/m9.figshare.5324869.v1},
  subdate = {08/18/17},
  year = {2017},
}

@article{LW17ASCR,
  title = {Optimizing Stochastic Simulations},
  author = {Jeffrey Larson and Stefan M. Wild},
  journal = {ASCR Applied Math Meeting White Paper},
  doi = {10.6084/m9.figshare.5328718},
  url = {https://doi.org/10.6084/m9.figshare.5328718},
  year = {2017},
  subdate = {08/21/17},
}

@article{Neveu2017,
  doi = {10.1088/1742-6596/874/1/012062},
  url = {https://doi.org/10.1088/1742-6596/874/1/012062},
  year  = {2017},
  month = {jul},
  publisher = {{IOP} Publishing},
  volume = {874},
  pages = {012062},
  author = {N Neveu and J Larson and J G Power and L Spentzouris},
  title = {Photoinjector Optimization Using a Derivative-Free, Model-Based
    Trust-Region Algorithm for the {Argonne} {Wakefield} {Accelerator}},
  journal = {Journal of Physics: Conference Series},
  mcsurl = {http://www.mcs.anl.gov/papers/P7041-0417.pdf}
}

@article{Larson2016b,
  author = {Larson, Jeffrey and Billups, Stephen C},
  journal = {Computational Optimization and Applications},
  title = {Stochastic Derivative-Free Optimization using a Trust Region Framework},
  year = {2016},
  url = {https://doi.org/10.1007/s10589-016-9827-z},
  doi = {10.1007/s10589-016-9827-z},
  volume = {64},
  number = {3},
  pages = {619--645},
}

@article{Larson2016,
  author = {Jeffrey Larson and Stefan M. Wild},
  title = {A Batch, Derivative-Free Algorithm for Finding Multiple Local Minima},
  issn = {1573-2924},
  doi = {10.1007/s11081-015-9289-7},
  url = {https://doi.org/10.1007/s11081-015-9289-7},
  year = 2016,
  month = {mar},
  publisher = {Springer Science $\mathplus$ Business Media},
  volume = {17},
  number = {1},
  pages = {205--228},
  journal = {Optimization and Engineering}
}

@article{Larson2016c,
  author = {Larson, Jeffrey and Menickelly, Matt and Wild, Stefan M.},
  title = {Manifold Sampling for {$\ell_1$} Nonconvex Optimization},
  Year = {2016},
  journal = {SIAM Journal on Optimization},
  url = {http://epubs.siam.org/doi/abs/10.1137/15M1042097},
  volume = {26},
  number = {4},
  pages = {2540--2563},
  doi = {10.1137/15M1042097},
}

@article{Otten2016,
  title = {Origins and optimization of entanglement in plasmonically coupled quantum dots},
  author = {Otten, Matthew and Larson, Jeffrey and Min, Misun and Wild, Stefan M. and Pelton, Matthew and Gray, Stephen K.},
  journal = {Physical Review A},
  volume = {94},
  issueout = {2},
  number = {2},
  pages = {022312},
  numpages = {15},
  year = {2016},
  month = {Aug},
  publisher = {American Physical Society},
  doi = {10.1103/PhysRevA.94.022312},
  url = {https://doi.org/10.1103/PhysRevA.94.022312}
}

@inproceedings{larson:siamcsc:16,
  author = {Larson, Jeffrey and Munson, Todd and Sokolov, Vadim},
  title = {Coordinated Platoon Routing in a Metropolitan Network},
  pages = {73--82},
  doi = {10.1137/1.9781611974690.ch8},
  url = {https://doi.org/10.1137/1.9781611974690.ch8},
  editor =    {Assefaw H. Gebremedhin and Erik G. Boman and Bora Ucar},
  booktitle =    {Proceedings of the SIAM Workshop on Combinatorial Scientific Computing},
  year =         {2016},
}

@article{Larsson2015,
  author = {Larsson, Erik and Sennton, Gustav and Larson, Jeffrey},
  journal = {Transportation Research Part C: Emerging Technologies},
  doi = {10.1016/j.trc.2015.08.019},
  title = {The Vehicle Platooning Problem: {Computational} Complexity and Heuristics},
  url = {https://doi.org/10.1016/j.trc.2015.08.019},
  year = {2015},
  month = nov,
  pages = {258--277},
  volume = {60}
}

@article{Larson2014d,
  author = {Larson, Jeffrey and Liang, Kuo-Yun and Johansson, Karl H},
  doi = {10.1109/TITS.2014.2320133},
  issn = {1524-9050},
  journal = {IEEE Transactions on Intelligent Transportation Systems},
  year = {2015},
  volume = {16},
  number = {1},
  pages = {419-429},
  month = {feb},
  title = {A Distributed Framework for Coordinated Heavy-Duty Vehicle Platooning},
  url = {https://doi.org/10.1109/TITS.2014.2320133},
}

@inproceedings{Larson2013b:itsc:13,
  author = {Larson, Jeffrey and Kammer, Christoph and Liang, Kuo-Yun and Johansson, Karl Henrik},
  doi = {10.1109/ITSC.2013.6728395},
  pages = {1196--1202},
  title = {Coordinated Route Optimization for Heavy-Duty Vehicle Platoons},
  url = {https://doi.org/10.1109/ITSC.2013.6728395},
  year =         {2014},
  editor =       {Andreas Hegyi and Bart De Schutter},
  booktitle =    {Proceedings of the 16th International IEEE Conference on Intelligent Transportation Systems},
}

@incollection{Larson2014c,
  year = {2014},
  isbn = {978-3-319-07045-2},
  booktitle = {Integration of AI and OR Techniques in Constraint Programming},
  volume = {8451},
  series = {Lecture Notes in Computer Science},
  editor = {Simonis, Helmut},
  doi = {10.1007/978-3-319-07046-9_11},
  title = {An Integrated Constraint Programming Approach to Scheduling Sports Leagues with Divisional and Round-Robin Tournaments},
  url = {https://doi.org/10.1007/978-3-319-07046-9_11},
  publisher = {Springer International Publishing},
  author = {Larson, Jeffrey and Johansson, Mikael and Carlsson, Mats},
  pages = {144--158},
}

@article{Larson2014a,
  author = {Larson, Jeffrey and Johansson, Mikael},
  doi = {10.1515/jqas-2013-0090},
  issn = {1559-0410},
  journal = {Journal of Quantitative Analysis in Sports},
  month = jan,
  number = {2},
  pages = {119--129},
  title = {Constructing Schedules for Sports Leagues with Divisional and Round-Robin Tournaments},
  url = {https://doi.org/10.1515/jqas-2013-0090},
  volume = {10},
  year = {2014}
}

@misc{Dongarra2014,
  doi = {10.2172/1149042},
  url = {http://www.osti.gov/scitech/biblio/1149042},
  author = {Dongarra, Jack and Hittinger, Jeffrey and Bell, John and Chac\'{o}n, Luis and Falgout, Robert and Heroux, Michael and Hovland, Paul and Ng, Esmond and Webster, Clayton and Wild, Stefan M.},
  institution = {U.S. Department of Energy Office of Science Advanced Scientific Computing Research Program},
  title = {Applied Mathematics Research for Exascale Computing},
  year = {2014}
}

@article{Billups2013a,
  author = {Billups, Stephen C and Larson, Jeffrey and Graf, Peter},
  doi = {10.1137/100814688},
  issn = {1052-6234},
  journal = {SIAM Journal on Optimization},
  month = jan,
  number = {1},
  pages = {27--53},
  title = {Derivative-Free Optimization of Expensive Functions with Computational Error Using Weighted Regression},
  url = {https://doi.org/10.1137/100814688},
  volume = {23},
  year = {2013}
}

@article{Larson2013,
  author = {Larson, Jeffrey and Wild, Stefan M.},
  doi = {10.1080/10556788.2012.656116},
  issn = {1055-6788},
  journal = {Optimization Methods and Software},
  month = oct,
  number = {5},
  pages = {993--1011},
  title = {Non-intrusive Termination of Noisy Optimization},
  url = {https://doi.org/10.1080/10556788.2012.656116},
  volume = {28},
  year = {2013}
}

@inproceedings{larson:mathsport:13,
  author =       {Jeffrey Larson and Mikael Johansson},
  title =        {Scheduling a Sports League with Divisional and Round-Robin Play},
  pages =        {180--192},
  url =          {http://www.mathsportinternational.com/MathSport2013Proceedings.pdf},
  editor =       {Dries Goossens and Frits Spieksma and Phil Scarf},
  booktitle =    {Proceedings of the 4th International Conference on Mathematics in Sport},
  publisher =    {KULeuven, Faculty of Business and Economics},
  year =         {2013},
  isbn =         {9789081409964}
}

@article{Larson2012a,
  author = {Larson, Jeffrey and Jacobson, Michael S. and {Den Ouden}, Katherine M. and Basile, Carole G.},
  journal = {Mathematics Teaching in the Middle School},
  doi = {10.5951/mathteacmiddscho.17.6.0346},
  number = {6},
  pages = {346--351},
  title = {To Infinity\ldots and Beyond},
  url = {https://doi.org/10.5951/mathteacmiddscho.17.6.0346},
  volume = {17},
  year = {2012}
}

@article{Larson2011,
  author = {Larson, Jeffrey and Newman, Francis},
  doi = {10.2140/involve.2011.4.203},
  issn = {1944-4184},
  journal = {Involve, a Journal of Mathematics},
  month = dec,
  number = {3},
  pages = {203--211},
  title = {An Implementation of Scatter Search to Train Neural Networks for Brain Lesion Recognition},
  url = {https://doi.org/10.2140/involve.2011.4.203},
  volume = {4},
  year = {2011}
}