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cs.AI2026

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners

Feng Xiong, Leyan Xue, Hongyu Lin

The paper proposes Perception-Correction Distillation (PCD), a label‑free method that uses downstream failures and teacher‑student disagreement to pinpoint and correct perception e…