Timbre: Reliability-aware harmonic consensus for label-free multimodal test-time rexinforcement learning

Haotian Lyu, Haoyu Wang, Ru Wang +4

Label-free test-time reinforcement learning adapts vision--language models using rewards derived from their own predictions. However, misinterpreted visual evidence and sensitivity…