Learning a Generic Value-Selection Heuristic Inside a Constraint Programming Solver. - Tom Marty; Tristan François; Pierre Tessier; Louis Gautier; Louis-Martin Rousseau; Quentin Cappart (CP, 2023)

Training a Deep Q-Learning Agent Inside a Generic Constraint Programming Solver. - Tom Marty; Tristan François; Pierre Tessier; Louis Gautier; Quentin Cappart; Louis-Martin Rousseau (CoRR, 2023)

WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks? - Alexandre Drouin; Maxime Gasse; Massimo Caccia; Issam H. Laradji; Manuel Del Verme; Tom Marty; David Vázquez 001; Nicolas Chapados; Alexandre Lacoste (ICML, 2024)

WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks? - Alexandre Drouin; Maxime Gasse; Massimo Caccia; Issam H. Laradji; Manuel Del Verme; Tom Marty; Léo Boisvert; Megh Thakkar; Quentin Cappart; David Vázquez 001; Nicolas Chapados; Alexandre Lacoste (CoRR, 2024)

In-context learning and Occam's razor. - Eric Elmoznino; Tom Marty; Tejas Kasetty; Léo Gagnon; Sarthak Mittal; Mahan Fathi; Dhanya Sridhar; Guillaume Lajoie (CoRR, 2024)

Learning and fine-tuning a generic value-selection heuristic inside a constraint programming solver. - Tom Marty; Léo Boisvert; Tristan François; Pierre Tessier; Louis Gautier; Louis-Martin Rousseau; Quentin Cappart (Constraints An Int. J., 2024)

The BrowserGym Ecosystem for Web Agent Research. - Thibault Le Sellier de Chezelles; Maxime Gasse; Alexandre Lacoste; Massimo Caccia; Alexandre Drouin; Léo Boisvert; Megh Thakkar; Tom Marty; Rim Assouel; Sahar Omidi Shayegan; Lawrence Keunho Jang; Xing Han Lù; et al. (Trans. Mach. Learn. Res., 2025)

Next-Token Prediction Should be Ambiguity-Sensitive: A Meta-Learning Perspective. - Léo Gagnon; Eric Elmoznino; Sarthak Mittal; Tom Marty; Tejas Kasetty; Dhanya Sridhar; Guillaume Lajoie (CoRR, 2025)