Xin-Yu Ma

Role-Guided MOE for Encoder-Level Pathology Representation Learning in WSI Classification

Whole slide image classification is a fundamental task in computational pathology, where patch representation quality directly affects downstream aggregation and slide-level discriminability. Pathology foundation models are widely adopted as frozen feature extractors for WSI classification; however, their fixed encoder...