Causal Policy Learning in Reinforcement Learning: Backdoor-Adjusted Soft Actor-Critic

Thanh Vinh Vo, Young Lee, Haozhe Ma +2

Hidden confounders that influence both states and actions can bias policy learning in reinforcement learning (RL), leading to suboptimal or non-generalizable behavior. Most RL algo…