PAMIL: Prototype Attention-Based Multiple Instance Learning for Whole Slide Image Classification. - Jiashuai Liu 001; Anyu Mao; Yi Niu; Xianli Zhang; Tieliang Gong; Chen Li 011; Zeyu Gao 001 (MICCAI (4), 2024)

CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance Survival Analysis. - William Knottenbelt; Zeyu Gao 001; Rebecca Wray; Woody Zhidong Zhang; Jiashuai Liu 001; Mireia Crispin-Ortuzar (CoRR, 2024)

Similarity-Aware Dual-Perspective Learning for Medical Event Prediction. - Yang Li; Jiusong Ge; Shilei Cao 006; Yingkang Zhan; Zhangpeng Gong; Jiawei Niu; Jiashuai Liu 001; Di Zhang; Chen Li 022 (BIBM, 2025)

Learning Heterogeneous Embedding with Prototype-Aware Graph Attention for Whole Slide Image Classification. - Yi Niu; Jiashuai Liu 001; Yingkang Zhan; Jiangbo Shi; Jian Chen; Di Zhang; Chen Li 011; Zeyu Gao 001 (BIBM, 2025)

Single Domain Generalization for Multimodal Cross-Cancer Prognosis via Dirac Rebalancer and Distribution Entanglement. - Jia-Xuan Jiang 001; Jiashuai Liu 001; Hongtao Wu; Yifeng Wu; Zhong Wang 006; Qi Bi; Yefeng Zheng 001 (ACM Multimedia, 2025)

CoxKAN: Kolmogorov-Arnold networks for interpretable, high-performance survival analysis. - William Knottenbelt; William McGough; Rebecca Wray; Woody Zhidong Zhang; Jiashuai Liu 001; Inês Prata Machado; Zeyu Gao 001; Mireia Crispin-Ortuzar (Bioinform., 2025)

StaDis: Stability distance to detecting out-of-distribution data in computational pathology. - Di Zhang; Jiusong Ge; Jiashuai Liu 001; Chunbao Wang 002; Tieliang Gong; Zeyu Gao 001; Chen Li 011 (Medical Image Anal., 2025)

ST-Prompt Guided Histological Hypergraph Learning for Spatial Gene Expression Prediction. - Yi Niu; Jiashuai Liu 001; Yingkang Zhan; Jiangbo Shi; Di Zhang; Inês Machado; Mireia Crispin-Ortuzar; Chen Li 011; Zeyu Gao 001 (CoRR, 2025)

The Butterfly Effect in Pathology: Exploring Security in Pathology Foundation Models. - Jiashuai Liu 001; Yingjia Shang; Yingkang Zhan; Di Zhang; Yi Niu; Dong Wei 004; Xian Wu 001; Zeyu Gao 001; Chen Li 011; Yefeng Zheng 001 (CoRR, 2025)

PH2ST: Prompt-guided hypergraph learning for spatial transcriptomics prediction in whole slide images. - Yi Niu; Jiashuai Liu 001; Yingkang Zhan; Jiangbo Shi; Di Zhang; Marika Reinius; Inês Machado; Mireia Crispin-Ortuzar; Jialun Wu; Chen Li 011; Zeyu Gao 001 (Medical Image Anal., 2026)

CARE: A Molecular-Guided Foundation Model with Adaptive Region Modeling for Whole Slide Image Analysis. - Di Zhang; Zhangpeng Gong; Xiaobo Pang; Jiashuai Liu 001; Junbo Lu; Hao Cui; Jiusong Ge; Zhi Zeng; Kai Yi; Yinghua Li; Si Liu; Tingsong Yu; et al. (CoRR, 2026)

Topology-Guided Biomechanical Profiling: A White-Box Framework for Opportunistic Screening of Spinal Instability on Routine CT. - Zanting Ye; Xuanbin Wu; Guoqing Zhong; Shengyuan Liu; Jiashuai Liu 001; Ge Song; Zhisong Wang; Jing Hao; Xiaolong Niu; Yefeng Zheng 001; Yu Zhang 185; Lijun Lu (CoRR, 2026)

ProGIS: Prototype-Guided Interactive Segmentation for Pathological Images. - Jiusong Ge; Di Zhang; Yingkang Zhan; Jiashuai Liu 001; Tieliang Gong; Jialun Wu; Mireia Crispin-Ortuzar; Chen Li 011; Zeyu Gao 001 (IEEE Trans. Medical Imaging, 2026)

Thinking in Scales: Accelerating Gigapixel Pathology Image Analysis via Adaptive Continuous Reasoning. - Jiusong Ge; Yingkang Zhan; Wenjie Zhao; Di Zhang; Ke Wang; Jiashuai Liu 001; Chunze Yang; Chengzu Li; Jian Zhang 002; Yuxin Dong 003; Ni Zhang; Qidong Liu 008; et al. (CoRR, 2026)

PathNavigate: A Training-Free Pathology Agent with Surprise-Guided Scan and Shared Slide Memory for Whole-Slide Image VQA. - Chunze Yang; Qidong Liu 008; Wenjie Zhao; Yue Tang; Jiusong Ge; Di Zhang; Jiashuai Liu 001; Lei Wu; Junbo Lu; Ni Zhang; Xian Wu 001; Zeyu Gao 001; et al. (CoRR, 2026)