Author

Xiya Liu

Chinese Academy of Sciences

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

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Neuroscience· 4

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Organism:human· 4 Research Focus:cell type annotation· 2 Approach:deep learning· 2 Research Focus:dimensionality reduction· 2 Assay:imaging· 2 Research Focus:benchmarking· 1 Assay:bulk RNA-seq· 1 Research Focus:clustering· 1

Frequent Co-Authors

Bing LiuiD· 4 shared Junxing Xian· 4 shared Shangzheng Huang· 4 shared Xiaohan TianiD· 4 shared Yingjie PengiD· 4 shared Yini HeiD· 4 shared Changsheng Dong· 3 shared Qi WangiD· 3 shared

Activity by Year

2024-2025 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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4 shared papersNeuroscience

Bing LiuORCID

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4 papers

Recent·Most cited

TransBrain: A computational framework for translating brain-wide phenotypes between humans and mice

Shangzheng Huang, Tongyu Zhang, Changsheng Dong, Yingchao Shi, Yingjie Peng, Xiya Liu, Kaixin Li, Luqi Cheng, Qi Wang, Yini He, Yitong Guo, Fengqian Xiao, Xiaohan Tian, Junxing Xian, Changjiang Zhang, , Ang Li

TransBrain translates brain-wide phenotypes between humans and mice, improving homology mapping and enabling cross-species analysis of brain organization and function.

Nature Methods · Dec 29, 2025Peer-reviewedNeuroscience

PI-FC: Pre-training Individual-specific Functional Connectome through State-invariant Contrastive Learning

Yingjie Peng, Xiaohan Tian, Yini He, Shangzheng Huang, Tongyu Zhang, Junxing Xian, Tian Gao, Qi Wang, Changsheng Dong, Xiya Liu, Kaixin Li, Yao Ge, Xianchang Zhang, Lei G. Wang, Yiheng Tu, , Ang Li

PI-FC uses state-invariant contrastive learning to extract stable individual brain signatures from fMRI, improving phenotypic prediction accuracy and reducing scanning time across multiple datasets.

bioRxiv · Sep 21, 2025 · PreprintNeuroscience

Longevity or Well-being? A Dual-Dimension Structure of Neuroticism

Yini He, Jing Xiao, Ke Hu, Tian Gao, Yan Yan, Lei Wang, Kaixin Li, Wenkun Lei, Kun Zhao, Changsheng Dong, Xiaohan Tian, Chaoyue Ding, Yingjie Peng, Junxing Xian, Shangzheng Huang, , Bing Liu

The paper proposes that neuroticism variability can be structured into two dimensions, one linked to longevity and the other to well-being, with distinct neural and genetic underpinnings.

bioRxiv · Jul 23, 2024 · PreprintNeuroscience

Probing Individual Differences in the Topological Landscape of Naturalistic Brain Dynamics

Junxing Xian, Yini He, Yan Yan, Xiaohan Tian, Yingjie Peng, Jing Lou, Xiya Liu, Qi Wang, Tian Gao, Yuqing Sun, Puze Li, Yue Wang, Shangzheng Huang, Kaixin Li, Ke Hu, , Ang Li

This paper introduces STIM, a framework for analyzing brain dynamics during naturalistic stimuli, revealing individual differences in neural landscapes and their links to cognition and mental health.

bioRxiv · Jun 20, 2024 · PreprintNeuroscience