Stabilizing Off-Policy Deep Reinforcement Learning from Pixels

Edoardo Cetin, Philip J. Ball, Stephen J. Roberts, Oya Çeliktutan

Abstract: Off-policy reinforcement learning (RL) from pixel observations is notoriously unstable. As a result, many successful algorithms must combine different domain-specific practices and auxiliary losses...