SOLE-R1: Video-Language Reasoning as the Sole Reward for On-Robot Reinforcement Learning

Philip Schroeder, Thomas Weng, Karl Schmeckpeper +3

Vision-language models (VLMs) have shown impressive capabilities across diverse tasks, motivating efforts to leverage these models to supervise robot learning. However, when used a…