Causal Confusion and Reward Misidentification in Preference-Based Reward Learning

no code implementations • 13 Apr 2022 • Jeremy Tien, Jerry Zhi-Yang He, Zackory Erickson, Anca D. Dragan, Daniel S. Brown

While much prior work focuses on causal confusion in reinforcement learning and behavioral cloning, we focus on a systematic study of causal confusion and reward misidentification when learning from preferences.

Imitation Learning