Mask-guided Vision Transformer (MG-ViT) for Few-Shot Learning. - Yuzhong Chen; Zhenxiang Xiao; Lin Zhao 004; Lu Zhang 050; Haixing Dai; David Weizhong Liu; Zihao Wu 001; Changhe Li; Tuo Zhang; Changying Li; Dajiang Zhu; Tianming Liu 001; et al. (CoRR, 2022)

Eye-gaze-guided Vision Transformer for Rectifying Shortcut Learning. - Chong Ma; Lin Zhao 004; Yuzhong Chen; Lu Zhang 050; Zhenxiang Xiao; Haixing Dai; David Weizhong Liu; Zihao Wu 001; Zhengliang Liu; Sheng Wang 014; Jiaxing Gao; Changhe Li; et al. (CoRR, 2022)

A Unified and Biologically-Plausible Relational Graph Representation of Vision Transformers. - Yuzhong Chen; Yu Du; Zhenxiang Xiao; Lin Zhao 004; Lu Zhang 050; David Weizhong Liu; Dajiang Zhu; Tuo Zhang; Xintao Hu; Tianming Liu 001; Xi Jiang 001 (CoRR, 2022)

Modeling spatio-temporal patterns of holistic functional brain networks via multi-head guided attention graph neural networks (Multi-Head GAGNNs). - Jiadong Yan; Yuzhong Chen; Zhenxiang Xiao; Shu Zhang 001; Mingxin Jiang; Tianqi Wang; Tuo Zhang; Jinglei Lv; Benjamin Becker; Rong Zhang; Dajiang Zhu; Junwei Han 001; et al. (Medical Image Anal., 2022)

Instruction-ViT: Multi-Modal Prompts for Instruction Learning in ViT. - Zhenxiang Xiao; Yuzhong Chen; Lu Zhang 050; Junjie Yao; Zihao Wu 001; Xiaowei Yu; Yi Pan 001; Lin Zhao 004; Chong Ma; Xinyu Liu 001; Wei Liu 146; Xiang Li 001; et al. (CoRR, 2023)

Ophtha-LLaMA2: A Large Language Model for Ophthalmology. - Huan Zhao; Qian Ling; Yi Pan 001; Tianyang Zhong; Jinyu Hu; Junjie Yao; Fengqian Xiao; Zhenxiang Xiao; Yutong Zhang; San-Hua Xu; Shi-Nan Wu; Min Kang; et al. (CoRR, 2023)

Holistic Evaluation of GPT-4V for Biomedical Imaging. - Zhengliang Liu; Hanqi Jiang; Tianyang Zhong; Zihao Wu 001; Chong Ma; Yiwei Li 002; Xiaowei Yu; Yutong Zhang; Yi Pan 001; Peng Shu; Yanjun Lyu; Lu Zhang 050; et al. (CoRR, 2023)

Characterizing functional brain networks via Spatio-Temporal Attention 4D Convolutional Neural Networks (STA-4DCNNs). - Xi Jiang 001; Jiadong Yan; Yu Zhao 007; Mingxin Jiang; Yuzhong Chen; Jingchao Zhou; Zhenxiang Xiao; Zifan Wang; Rong Zhang; Benjamin Becker; Dajiang Zhu; Keith M. Kendrick; et al. (Neural Networks, 2023)

Fusing multi-scale functional connectivity patterns via Multi-Branch Vision Transformer (MB-ViT) for macaque brain age prediction. - Jingchao Zhou; Yuzhong Chen; Xuewei Jin; Wei Mao; Zhenxiang Xiao; Songyao Zhang; Tuo Zhang; Tianming Liu 001; Keith M. Kendrick; Xi Jiang 001 (Neural Networks, 2024)

Regularity and variability of functional brain connectivity characteristics between gyri and sulci under naturalistic stimulus. - Zhenxiang Xiao; Liang He; Boyu Zhao; Mingxin Jiang; Wei Mao; Yuzhong Chen; Tuo Zhang; Xintao Hu; Tianming Liu 001; Xi Jiang 001 (Comput. Biol. Medicine, 2024)

Instruction-ViT: Multi-modal prompts for instruction learning in vision transformer. - Zhenxiang Xiao; Yuzhong Chen; Junjie Yao; Lu Zhang 050; Zhengliang Liu; Zihao Wu 001; Xiaowei Yu; Yi Pan 001; Lin Zhao 004; Chong Ma; Xinyu Liu 001; Wei Liu 146; et al. (Inf. Fusion, 2024)

Coupling Visual Semantics of Artificial Neural Networks and Human Brain Function via Synchronized Activations. - Lin Zhao 004; Haixing Dai; Zihao Wu 001; Zhenxiang Xiao; Lu Zhang 050; David Weizhong Liu; Xintao Hu; Xi Jiang 001; Sheng Li 001; Dajiang Zhu; Tianming Liu 001 (IEEE Trans. Cogn. Dev. Syst., 2024)

Brain Structural Connectivity Guided Vision Transformers for Identification of Functional Connectivity Characteristics in Preterm Neonates. - Wei Mao; Yuzhong Chen; Zhibin He; Zifan Wang; Zhenxiang Xiao; Yusong Sun; Liang He; Jingchao Zhou; Weitong Guo; Chong Ma; Lin Zhao 004; Keith M. Kendrick; et al. (IEEE J. Biomed. Health Informatics, 2024)

Anatomy-Guided Spatio-Temporal Graph Convolutional Networks (AG-STGCNs) for Modeling Functional Connectivity Between Gyri and Sulci Across Multiple Task Domains. - Mingxin Jiang; Yuzhong Chen; Jiadong Yan; Zhenxiang Xiao; Wei Mao; Boyu Zhao; Shimin Yang; Zhongbo Zhao; Tuo Zhang; Lei Guo 002; Benjamin Becker; Dezhong Yao 001; et al. (IEEE Trans. Neural Networks Learn. Syst., 2024)

A Unified and Biologically Plausible Relational Graph Representation of Vision Transformers. - Yuzhong Chen; Zhenxiang Xiao; Yu Du; Lin Zhao 004; Lu Zhang 050; Zihao Wu 001; Dajiang Zhu; Tuo Zhang; Dezhong Yao 001; Xintao Hu; Tianming Liu 001; Xi Jiang 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)

Mask-Guided Vision Transformer for Few-Shot Learning. - Yuzhong Chen; Zhenxiang Xiao; Yi Pan 001; Lin Zhao 004; Haixing Dai; Zihao Wu 001; Changhe Li; Tuo Zhang; Changying Li; Dajiang Zhu; Tianming Liu 001; Xi Jiang 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)