Aligning Medical Vision Language Models at the Capability Boundary with Entropy Adaptive Rubric Grounding.

arXiv:2610.39835v1 Announce Type: cross Abstract: Medical diagnostic reasoning requires verifiable links between visual evidence and clinical knowledge, yet current medical vision language models are aligned with objectives that reward the wrong behavior. Unif