Diverse Randomized Value Functions: A Provably Pessimistic Approach for Offline Reinforcement Learning

Xudong Yu, Chenjia Bai, Hongyi Guo +2

Offline Reinforcement Learning (RL) faces distributional shift and unreliable value estimation, especially for out-of-distribution (OOD) actions. To address this, existing uncertai…