Using Memory-Based Learning to Solve Tasks with State-Action Constraints

Mrinal Verghese, Chris Atkeson

Tasks where the set of possible actions depend discontinuously on the state pose a significant challenge for current reinforcement learning algorithms. For example, a locked door m…