From Reward-Free Representations to Preferences: Rethinking Offline Preference-Based Reinforcement Learning

Jun-Jie Yang, Chia-Heng Hsu, Kui-Yuan Chen +1

Preference-based reinforcement learning (PbRL) avoids explicit reward engineering by learning from pairwise human preference feedback. Existing offline PbRL methods typically follo…