Do You Need the Entropy Reward (in Practice)?

Haonan Yu, Haichao Zhang, Wei Xu

Maximum entropy (MaxEnt) RL maximizes a combination of the original task reward and an entropy reward. It is believed that the regularization imposed by entropy, on both policy imp…