Steve Roberts

Stabilizing Off-Policy Deep Reinforcement Learning from Pixels

2022 · arXiv (Cornell University)

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 to learn meaningful behaviors in complex environments. In this work, we …