Discovering What You Can Control: Interventional Boundary Discovery for Reinforcement Learning

Jiaxin Liu, Anzhe Cheng, Paul Bogdan

When an RL agent's observations contain distractors driven by the same confounders as its true state, observational data alone cannot identify which dimensions the agent controls.…