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

arXiv:2610.39439v1 Announce Type: new Abstract: Label-free test-time reinforcement learning adapts vision--language models using rewards derived from their own predictions. However, misinterpreted visual evidence and sensitivity to textual formulation can prod