ServiceNow Research

Louis-Martin Rousseau

Publications

Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization. Quentin Cappart, Thierry Moisan, Louis-Martin Rousseau, Isabeau Prémont-Schwarz, Andre Cire. At Association for the Advancement of Artificial Intelligence (AAAI),  2021.

PDF Cite Code

Improving Optimization Bounds using Machine Learning: Decision Diagrams meet Deep Reinforcement Learning. Quentin Cappart, Emmanuel Goutierre, David Bergman, Louis-Martin Rousseau. At Association for the Advancement of Artificial Intelligence (AAAI),  2019.

PDF Cite Code

Learning Heuristics for the TSP by Policy Gradient. Michel Deudon, Pierre Cournut, Alexandre Lacoste, Yossiri Adulyasak, Louis-Martin Rousseau. At International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research,  2018.

PDF Cite Code