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cs.CV2026
Clinical Trajectory Alignment for Medical Vision-Language Pre-training
Huimin Yan, Xian Yang, Zhi Wang +1
Medical vision-language pre-training largely follows a visit-level image-report matching paradigm, aligning paired images and reports at individual visits. While effective for stat…
cs.LG2026
Rethinking Generalization in Graph Neural Networks: A Structural Complexity Perspective
Peiyao Wang, Liang Bai, Xian Yang +2
Graph neural networks (GNNs) have emerged as a fundamental tool for learning from graph-structured data, achieving strong performance across a wide range of applications. However,…