2025
A Principled Path to Fitted Distributional Evaluation
NeurIPS 2025spotlight
In reinforcement learning, distributional off-policy evaluation (OPE) focuses on estimating the return distribution of a target policy using offline data collected under a different policy. This work focuses on extending the widely used fitted Q-evaluation---developed for expectation-based reinforce…