Author

Guixian Liu

Tianjin Chengjian University

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

Biology Disciplines

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Neuroscience· 1

Signature Assays, Organisms & Methods

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Approach:benchmark study· 1 Research Focus:benchmarking· 1 Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Research Focus:differential expression· 1 Assay:field survey / ecological data· 1 Approach:graph neural network· 1

Frequent Co-Authors

Biantian Yu· 1 shared Fanghong ZhangiD· 1 shared Hongzhi KuaiiD· 1 shared Keliang Wan· 1 shared Ning ZhongiD· 1 shared Qian Zhang· 1 shared Zongqing CheniD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

7 top collaborators · 21 mutual co-author links

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1 shared paperNeuroscience

Biantian Yu

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1 paper

Recent·Most cited

Reliable Evaluation of Transductive Population Graph Neural Networks for Multisite Autism fMRI

Keliang Wan, Zongqing Chen, Guixian Liu, Biantian Yu, Qian Zhang, Fanghong Zhang, Ning Zhong, Hongzhi Kuai

Site-aware population GNN on ABIDE-I: cohort AUC about 0.94 (kept with site-only edges) was not reproduced by a site-prior classifier (0.506); a directed-edge support gain (+0.252) vanished when symmetrised (−0.003).

bioRxiv · Oct 2, 2026 · PreprintNeuroscience✦ In-depth digest