Siqin Yang

Path-Coupled Bellman Flows for Distributional Reinforcement Learning

Distributional RL models the full return distribution, but common categorical/quantile approaches rely on projection and independently sampled Bellman targets, which ignore the Bellman operator’s affine transport structure and yield high-variance learning signals. We introduce Path-Coupled Bellman F…