Publications

2026

1. arXiv

   Decision-Focused On-Policy Learning for Contextual Linear Optimization with Partial Feedback

   Wyame Benslimane, Tinghan Ye, Pascal Van Hentenryck, and Paul Grigas

   Jun 2026

   arXiv Bib

   @misc{benslimane2026decisionfocusedonpolicylearningcontextual,
     title = {Decision-Focused On-Policy Learning for Contextual Linear Optimization with Partial Feedback},
     author = {Benslimane, Wyame and Ye, Tinghan and Van Hentenryck, Pascal and Grigas, Paul},
     year = {2026},
     month = jun,
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
   }

2025

1. NeurIPS

   Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints

   Hyungki Im, Wyame Benslimane, and Paul Grigas

   Advances in Neural Information Processing Systems, Dec 2025

   Bib PDF

   @article{im2025smart,
     title = {Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints},
     author = {Im, Hyungki and Benslimane, Wyame and Grigas, Paul},
     journal = {Advances in Neural Information Processing Systems},
     volume = {38},
     pages = {75149--75174},
     year = {2025},
     month = dec,
   }

2. CPAIOR

   Self-supervised Penalty-Based Learning for Robust Constrained Optimization

   Wyame Benslimane and Paul Grigas

   In International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, May 2025

   Bib PDF

   @inproceedings{benslimane2025self,
     title = {Self-supervised Penalty-Based Learning for Robust Constrained Optimization},
     author = {Benslimane, Wyame and Grigas, Paul},
     booktitle = {International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research},
     pages = {103--112},
     year = {2025},
     month = may,
     organization = {Springer},
   }