Scaling Vision-Language Reward Learning for Robot Manipulation in Parallel Simulation

Lobna Joualy, Eric Demeester, Nikolaos Tsiogkas

Vision-language models (VLMs) can replace human annotators in preference-based reward learning, but sequential API requests and single-environment data collection make training slo…