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cs.LG2026
PA-MIL: Phenotype-Aware Multiple Instance Learning Guided by Language Prompting and Genotype-to-Phenotype Relationships
Zekang Yang, Hong Liu, Xiangdong Wang
Deep learning has been extensively researched in the analysis of pathology whole-slide images (WSIs). However, most existing methods are limited to providing prediction interpretab…
cs.LG2024
A Multimodal Object-level Contrast Learning Method for Cancer Survival Risk Prediction
Zekang Yang, Hong Liu, Xiangdong Wang
Computer-aided cancer survival risk prediction plays an important role in the timely treatment of patients. This is a challenging weakly supervised ordinal regression task associat…