| 2026 | CP | Constraint Programming for Curriculum-Based High School Timetabling with Half-Blocks. | Brnice Dubois, Stephen Walsh, Quentin Cappart |
| 2026 | CPAIOR | Imitation-Guided World Models for Multi-agent Train Rescheduling. | Max Bourgeat, Antoine Legrain, Quentin Cappart |
| 2026 | CPAIOR | A Hybrid Learning-Based Matheuristic to Solve the Vehicle Routing Problem with Stochastic Demands. | Gal Reynal, Quentin Cappart, Guy Desaulniers, Louis-Martin Rousseau |
| 2025 | AAAI | Learning Valid Dual Bounds in Constraint Programming: Boosted Lagrangian Decomposition with Self-Supervised Learning. | Swann Bessa, Darius Dabert, Max Bourgeat, Louis-Martin Rousseau, Quentin Cappart |
| 2025 | CPAIOR | A Column Generation Heuristic for Multi-depot Electric Bus Scheduling. | Yoann Sabatier Montanaro, Thomas Jacquet, Quentin Cappart, Guy Desaulniers |
| 2025 | CPAIOR | Shaping Reward Signals in Reinforcement Learning Using Constraint Programming. | Chao Yin, Quentin Cappart, Gilles Pesant |
| 2024 | CP | Learning Lagrangian Multipliers for the Travelling Salesman Problem. | Augustin Parjadis, Quentin Cappart, Bistra Dilkina, Aaron M. Ferber, Louis-Martin Rousseau |
| 2024 | CP | Learning Precedences for Scheduling Problems with Graph Neural Networks. | Hlne Verhaeghe, Quentin Cappart, Gilles Pesant, Claude-Guy Quimper |
| 2024 | CPAIOR | Acquiring Constraints for a Non-linear Transmission Maintenance Scheduling Problem. | Hugo Barral, Mohamed Gaha, Amira Dems, Alain Ct, Franklin Nguewouo, Quentin Cappart |
| 2024 | CPAIOR | Towards a Generic Representation of Combinatorial Problems for Learning-Based Approaches. | Lo Boisvert, Hlne Verhaeghe, Quentin Cappart |
| 2024 | CPAIOR | An Improved Neuro-Symbolic Architecture to Fine-Tune Generative AI Systems. | Chao Yin, Quentin Cappart, Gilles Pesant |
| 2024 | ECAI | Winning the 2023 CityLearn Challenge: A Community-Based Hierarchical Energy Systems Coordination Algorithm. | Andoni I. Garmendia, Francesco Morri, Quentin Cappart, Hlne Le Cadre |
| 2024 | IJCAI | MARCO: A Memory-Augmented Reinforcement Framework for Combinatorial Optimization. | Andoni I. Garmendia, Quentin Cappart, Josu Ceberio, Alexander Mendiburu |
| 2023 | CP | Learning a Generic Value-Selection Heuristic Inside a Constraint Programming Solver. | Tom Marty, Tristan Franois, Pierre Tessier, Louis Gautier, Louis-Martin Rousseau, Quentin Cappart |
| 2022 | CP | Scheduling the Equipment Maintenance of an Electric Power Transmission Network Using Constraint Programming. | Louis Popovic, Alain Ct, Mohamed Gaha, Franklin Nguewouo, Quentin Cappart |
| 2022 | CP | Peel-And-Bound: Generating Stronger Relaxed Bounds with Multivalued Decision Diagrams. | Isaac Rudich, Quentin Cappart, Louis-Martin Rousseau |
| 2021 | AAAI | Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization. | Quentin Cappart, Thierry Moisan, Louis-Martin Rousseau, Isabeau Prmont-Schwarz, Andr A. Cir |
| 2021 | CP | Learning TSP Requires Rethinking Generalization. | Chaitanya K. Joshi, Quentin Cappart, Louis-Martin Rousseau, Thomas Laurent |
| 2021 | CPAIOR | SeaPearl: A Constraint Programming Solver Guided by Reinforcement Learning. | Flix Chalumeau, Ilan Coulon, Quentin Cappart, Louis-Martin Rousseau |
| 2021 | CPAIOR | Improving Branch-and-Bound Using Decision Diagrams and Reinforcement Learning. | Augustin Parjadis, Quentin Cappart, Louis-Martin Rousseau, David Bergman |
| 2021 | IJCAI | Combinatorial Optimization and Reasoning with Graph Neural Networks. | Quentin Cappart, Didier Chtelat, Elias B. Khalil, Andrea Lodi, Christopher Morris, Petar Velickovic |
| 2019 | AAAI | Improving Optimization Bounds Using Machine Learning: Decision Diagrams Meet Deep Reinforcement Learning. | Quentin Cappart, Emmanuel Goutierre, David Bergman, Louis-Martin Rousseau |
| 2018 | CP | A Constraint Programming Approach for Solving Patient Transportation Problems. | Quentin Cappart, Charles Thomas, Pierre Schaus, Louis-Martin Rousseau |
| 2018 | CPAIOR | EpisodeSupport: A Global Constraint for Mining Frequent Patterns in a Long Sequence of Events. | Quentin Cappart, John O. R. Aoga, Pierre Schaus |
| 2017 | CPAIOR | Rescheduling Railway Traffic on Real Time Situations Using Time-Interval Variables. | Quentin Cappart, Pierre Schaus |
| 2016 | SAFECOMP | A Dedicated Algorithm for Verification of Interlocking Systems. | Quentin Cappart, Pierre Schaus |