| Combinatorial optimization and reasoning with graph neural networks Q Cappart, D Chételat, E Khalil, A Lodi, C Morris, P Veličković Journal of Machine Learning Research 24 (130), 1--61, 2023 | 169 | 2023 |
| OscaR: Scala in OR, 2012 OR Team | 121 | |
| Learning the travelling salesperson problem requires rethinking generalization CK Joshi, Q Cappart, LM Rousseau, T Laurent Constraints 27 (1-2), 70-98, 2022 | 93* | 2022 |
| Combining reinforcement learning and constraint programming for combinatorial optimization Q Cappart, T Moisan, LM Rousseau, I Prémont-Schwarz, AA Cire Proceedings of the AAAI Conference on Artificial Intelligence 35 (5), 3677-3687, 2021 | 86 | 2021 |
| Improving Optimization Bounds using Machine Learning: Decision Diagrams meet Deep Reinforcement Learning Q Cappart, E Goutierre, D Bergman, LM Rousseau Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 1443 …, 2019 | 52 | 2019 |
| Verification of railway interlocking systems S Busard, Q Cappart, C Limbrée, C Pecheur, P Schaus Electronic Proceedings in Theoretical Computer Science 184, 19-31, 2015 | 39 | 2015 |
| Verification of railway interlocking-compositional approach with OCRA C Limbrée, Q Cappart, C Pecheur, S Tonetta Reliability, Safety, and Security of Railway Systems. Modelling, Analysis …, 2016 | 32 | 2016 |
| Verification of interlocking systems using statistical model checking Q Cappart, C Limbrée, P Schaus, J Quilbeuf, LM Traonouez, A Legay 2017 IEEE 18th International Symposium on High Assurance Systems Engineering …, 2017 | 31 | 2017 |
| Seapearl: A constraint programming solver guided by reinforcement learning F Chalumeau, I Coulon, Q Cappart, LM Rousseau Integration of Constraint Programming, Artificial Intelligence, and …, 2021 | 20 | 2021 |
| A constraint programming approach for solving patient transportation problems Q Cappart, C Thomas, P Schaus, LM Rousseau Principles and Practice of Constraint Programming: 24th International …, 2018 | 17 | 2018 |
| How to evaluate machine learning approaches for combinatorial optimization: Application to the travelling salesman problem A François, Q Cappart, LM Rousseau arXiv preprint arXiv:1909.13121, 2019 | 14 | 2019 |
| Rescheduling railway traffic on real time situations using time-interval variables Q Cappart, P Schaus Integration of AI and OR Techniques in Constraint Programming: 14th …, 2017 | 7 | 2017 |
| Improving branch-and-bound using decision diagrams and reinforcement learning A Parjadis, Q Cappart, LM Rousseau, D Bergman Integration of Constraint Programming, Artificial Intelligence, and …, 2021 | 6 | 2021 |
| Verification by discrete simulation of interlocking systems Q Cappart, C Limbrée, P Schaus, A Legay 29th Annual European Simulation and Modelling Conference 2015, 402-409, 2015 | 6 | 2015 |
| Improving variable orderings of approximate decision diagrams using reinforcement learning Q Cappart, D Bergman, LM Rousseau, I Prémont-Schwarz, A Parjadis INFORMS Journal on Computing 34 (5), 2552-2570, 2022 | 5 | 2022 |
| The machine learning for combinatorial optimization competition (ml4co): Results and insights M Gasse, S Bowly, Q Cappart, J Charfreitag, L Charlin, D Chételat, ... NeurIPS 2021 Competitions and Demonstrations Track, 220-231, 2022 | 5 | 2022 |
| A dedicated algorithm for verification of interlocking systems Q Cappart, P Schaus Computer Safety, Reliability, and Security: 35th International Conference …, 2016 | 5 | 2016 |
| The World Migration Network: rankings, groups and gravity models Q Cappart, A Thonet IEEE EUROCON 2015-International Conference on Computer as a Tool (EUROCON), 1-6, 2015 | 4 | 2015 |
| Peel-And-Bound: Generating Stronger Relaxed Bounds with Multivalued Decision Diagrams I Rudich, Q Cappart, LM Rousseau 28th International Conference on Principles and Practice of Constraint …, 2022 | 3 | 2022 |
| Verification of railway interlocking systems and optimisation of railway traffic Q Cappart PhD thesis, UCL-Université Catholique de Louvain, UCL-Université Catholique …, 2017 | 3 | 2017 |
Louis-Martin RousseauProfessor, CIRRELT - École Polytechnique de MontréalVerified email at cirrelt.net
