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q-bio.NC2025
Predicting Brain Morphogenesis via Physics-Transfer Learning
Yingjie Zhao, Yicheng Song, Fan Xu +1
Brain morphology is shaped by genetic and mechanical factors and is linked to biological development and diseases. Its fractal-like features, regional anisotropy, and complex curva…
cs.CV2025
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images
Yicheng Song, Tiancheng Lin, Die Peng +2
Various multi-instance learning (MIL) based approaches have been developed and successfully applied to whole-slide pathological images (WSI). Existing MIL methods emphasize the imp…
stat.ML2025
Pure Exploration with Feedback Graphs
Alessio Russo, Yichen Song, Aldo Pacchiano
We study the sample complexity of pure exploration in an online learning problem with a feedback graph. This graph dictates the feedback available to the learner, covering scenario…