Publications

Under Review

• J. Dumouchelle, E. Julien, J. Kurtz, and E. B. Khalil. Deep Learning for Two-Stage Robust Integer Optimization. Submitted to Operations Research, 2024. Preprint will be made available soon.

Conference Papers

• J. Dumouchelle, E. Julien, J. Kurtz, and E. B. Khalil. Neur2BiLO: Neural Bilevel Optimization. Advances in Neural Information Processing Systems, 2024.
  [Paper] [Code]

• J. Dumouchelle, E. Julien, J. Kurtz, and E. B. Khalil. Neur2RO: Neural Two-Stage Robust Optimization. International Conference on Learning Representations, 2024.
  [Paper] [Website] [Code]
• J. Dumouchelle*, R. Patel*, E. B. Khalil, and M. Bodur. Neur2SP: Neural Two-Stage Stochastic Programming. Advances in Neural Information Processing Systems, 2022.
  [Paper] [Website] [Code]

Journal Papers

• J. Dumouchelle, E. Frejinger, and A. Lodi. Reinforcement Learning for Freight Booking Control Problems. Journal of Revenue and Pricing Management, 2024.
  [Paper] [Code]
• M. Gasse, S. Bowly, Q. Cappart, J. Charfreitag, L. Charlin, D. Chételat, A. Chmiela, J. Dumouchelle, …, and M. Kun. The machine learning for combinatorial optimization competition (ML4CO): Results and insights. Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track, in Proceedings of Machine Learning Research (PMLR), 2022.
  [Paper] [Website]

Workshop Papers

• A. Prouvost, J. Dumouchelle, L. Scavuzzo, M. Gasse, D. Chételat, and A. Lodi. Ecole: A gym-like library for machine learning in combinatorial optimization solvers. Learning Meets Combinatorial Algorithms at NeurIPS2020, 2020.
  [Paper] [Website] [Code]

* denotes equal contribution.