DAMPER: Return-Prioritized Gradient Control for Smooth Policies

Seokmin Ko, Taewon Goo, Kihyuk Hong

Actor-critic methods achieve strong performance in continuous control, but their policies can produce highly oscillatory actions. A common remedy is to add auxiliary smoothness los…