Mathieu Petitbois

Offline Reinforcement Learning of High-Quality Behaviors Under Robust Style Alignment

2026 · HAL (Le Centre pour la Communication Scientifique Directe)

We study offline reinforcement learning of style-conditioned policies using explicit style supervision via subtrajectory labeling functions. In this setting, aligning style with high task performance is particularly challenging due to distribution shift and inherent conflicts …