Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners
arXiv:2607.28336v3 Announce Type: replace Abstract: On-policy distillation provides dense supervision for multimodal reasoners, but its trajectory-level reward cannot determine whether a failed answer