Identifying Critical States by the Action-Based Variance of Expected Return

Izumi Karino, Yoshiyuki Ohmura, Yasuo Kuniyoshi

The balance of exploration and exploitation plays a crucial role in accelerating reinforcement learning (RL). To deploy an RL agent in human society, its explainability is also ess…