From Relative Entropy to Minimax: A Unified Framework for Coverage in MDPs

Xihe Gu, Urbashi Mitra, Tara Javidi

Targeted and deliberate exploration of state--action pairs is essential in reward-free Markov Decision Problems (MDPs). More precisely, different state-action pairs exhibit differe…