Characterizing the Action-Generalization Gap in Deep Q-Learning

Zhiyuan Zhou, Cameron Allen, Kavosh Asadi +1

We study the action generalization ability of deep Q-learning in discrete action spaces. Generalization is crucial for efficient reinforcement learning (RL) because it allows agent…