Roy, Julien

7 publications

ICLR 2025 Efficient Biological Data Acquisition Through Inference Set Design Ihor Neporozhnii, Julien Roy, Emmanuel Bengio, Jason Hartford

ICLR 2025 SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints Miruna Cretu, Charles Harris, Ilia Igashov, Arne Schneuing, Marwin Segler, Bruno Correia, Julien Roy, Emmanuel Bengio, Pietro Lio

ICLRW 2024 SynFlowNet: Towards Molecule Design with Guaranteed Synthesis Pathways Miruna Cretu, Charles Harris, Julien Roy, Emmanuel Bengio, Pietro Lio

ICMLW 2023 Goal-Conditioned GFlowNets for Controllable Multi-Objective Molecular Design Julien Roy, Pierre-Luc Bacon, Christopher Pal, Emmanuel Bengio

ICML 2022 Direct Behavior Specification via Constrained Reinforcement Learning Julien Roy, Roger Girgis, Joshua Romoff, Pierre-Luc Bacon, Chris J Pal

NeurIPS 2020 Adversarial Soft Advantage Fitting: Imitation Learning Without Policy Optimization Paul Barde, Julien Roy, Wonseok Jeon, Joelle Pineau, Chris Pal, Derek Nowrouzezahrai

NeurIPS 2020 Promoting Coordination Through Policy Regularization in Multi-Agent Deep Reinforcement Learning Julien Roy, Paul Barde, Félix Harvey, Derek Nowrouzezahrai, Chris Pal