Path Consistency Learning in Tsallis Entropy Regularized MDPs

Yinlam Chow, Ofir Nachum, Mohammad Ghavamzadeh

Abstract: We study the sparse entropy-regularized reinforcement learning (ERL) problem in which the entropy term is a special form of the Tsallis entropy. The optimal policy of this formulation is sparse, i....