SteinGate: Tail-Sensitive Safe Reinforcement Learning via Stein Discrepancy

Yassine Chemingui, Chenhua Fan, Honghao Wei +1

Safe reinforcement learning typically enforces safety by bounding expected cumulative costs, a criterion that often fails to detect rare but catastrophic tail events. To overcome t…