Author

Yanwu Yang

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#machine learning Preprint Sep 2026

Beyond Site Agreement: Re-estimation for Brain Network Generalization

Cross-site out-of-distribution (OOD) generalization in resting-state functional magnetic resonance imaging (rs-fMRI) often relies on learning task-discriminative representations from full-scan functional connectivity (FC) graphs and promoting invariance across source sites. However, FC graphs are estimated from finite,...

Ying-Xu Wang, Kun-Yu Zhang, Yan-Wu Yang et al. · 0 citations

Jul 2026

UniMedSeg: Unified In-Context Learning for Multi-Paradigm 2D/3D Medical Image Segmentation

UniMedSeg is proposed, a Transformer-centric universal segmentation framework that maps visual examples, geometric interactions, language instructions, and 2D/3D images into a shared sequence space, enabling heterogeneous medical supervision to be jointly learned through a unified in-context interface without prompt- o...

Yunzhou Li, Jie-Si Hu, Yan-Wu Yang et al. · arXiv.org · 0 citations