Yushan Zheng — accepted AI-conference papers

2026

Histopathology-Genomics Multi-modal Structural Representation Learning for Data-Efficient Precision Oncology

Kun Wu, Zhiguo Jiang, Xinyu Zhu, Jun Shi, Yushan Zheng

ICLR 2026poster

Fusing histopathology images and genomics data with deep learning has significantly advanced precision oncology. However, genomics data is often missing due to its high acquisition cost and complexity in real-world clinical scenarios. Existing solutions aim to reconstruct genomics data from histopat…

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2025

Promptable Representation Distribution Learning and Data Augmentation for Gigapixel Histopathology WSI Analysis

Kunming Tang, Zhiguo Jiang, Jun Shi, Wei Wang, Haibo Wu, Yushan Zheng

AAAI 2025technical

Gigapixel image analysis, particularly for whole slide images (WSIs), often relies on multiple instance learning (MIL). Under the paradigm of MIL, patch image representations are extracted and then fixed during the training of the MIL classifiers for efficiency consideration. However, the invariance…

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