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Yujie Wu

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#machine learning Preprint May 2026

Learning beyond Site Bias for OOD Generalization in Brain Networks

First, CORE estimates site-specific confounder effects and aggregates the resulting deconfounders by cross-source reliability for unseen-site correction, while extracting a population scaffold of reproducible label-associated connections from site-wise residualized FC.

Ying-Xu Wang, Kun Zhang, Yan-Wu Yang et al. · 2 citations
#machine learning Preprint Sep 2026

Beyond Site Agreement: Re-estimation for Brain Network Generalization

Brain Network Re-estimation-Informed OOD Learning (BRIO) is proposed, a framework that uses within-scan FC re-estimation to guide cross-site alignment and consistently outperforms competitive baselines.

Ying-Xu Wang, Kun-Yu Zhang, Yan-Wu Yang et al. · 0 citations
Open access Jul 2026

BrainEnrich: Revealing Biological Insights for Imaging‐Derived Phenotypes Through Transcriptomic Enrichment

BrainEnrich is introduced, an R package that integrates whole‐brain gene expression profiles from the Allen Human Brain Atlas with in vivo imaging‐derived phenotypes (IDPs) and provides a flexible framework for integrating macro‐level IDPs with micro‐level transcriptomic profiles for molecular contextualization of IDPs...

Zhipeng Cao, D. Yuan, Jinmei Qin et al. · 0 citations

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