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Yingxue Xu

3 accepted papers

2025

Distilled Prompt Learning for Incomplete Multimodal Survival Prediction

CVPR 2025poster

The integration of multimodal data including pathology images and gene profiles is widely applied in precise survival prediction. Despite recent advances in multimodal survival models, collecting complete modalities for multimodal fusion still poses a significant challenge, hindering their applicati…

2024

Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction

ICLR 2024spotlight

Multimodal learning significantly benefits cancer survival prediction, especially the integration of pathological images and genomic data. Despite advantages of multimodal learning for cancer survival prediction, massive redundancy in multimodal data prevents it from extracting discriminative and co…

2023

Multimodal Optimal Transport-based Co-Attention Transformer with Global Structure Consistency for Survival Prediction

ICCV 2023poster

Survival prediction is a complicated ordinal regression task that aims to predict the ranking risk of death, which generally benefits from the integration of histology and genomic data. Despite the progress in joint learning from pathology and genomics, existing methods still suffer from challenging…

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