Overcoming Valid Action Suppression in Unmasked Policy Gradient Algorithms

Renos Zabounidis, Roy Siegelmann, Mohamad Qadri +3

In reinforcement learning environments with state-dependent action validity, action masking consistently outperforms penalty-based handling of invalid actions, yet existing theory…