FlowDPG: Deterministic Policy Gradient on Flow Matching Policies for Real-World Manipulation

FlowDPG fine-tunes flow-matching robot policies with real-world reinforcement learning by distilling the critic gradient into the velocity field, with no backpropagation through the ODE. CoRL 2026.