Pathway-Structured Privileged Distillation for Deployable Computational Pathology
The Mixture of Pathway Experts (MoPE) is a knowledge-distillation framework that reframes multimodal learning for histology-only inference. It uses RNA profiles as privileged supervision to improve Whole Slide Image (WSI)-only prediction by distilling biological structure rather than reconstructing molecular data from images.