Zhiheng Zhou

According to our database, Zhiheng Zhou authored at least 14 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of three.

2026

AbstainGNN: Teaching Graph Neural Networks to Abstain for Graph Classification.

Xixun Lin, Zhiheng Zhou, Zhengyin Zhang, Yancheng Chen, Shuai Zhang, Ge Zhang, Shichao Zhu, Lixin Zou, Chuan Zhou, Peng Zhang, Shirui Pan, Yanan Cao

CoRR, May, 2026

Hypergraph Neural Diffusion: A PDE-Inspired Framework for Hypergraph Message Passing.

Zhiheng Zhou, Mengyao Zhou, Xixun Lin, Xingqin Qi, Guiying Yan

CoRR, April, 2026

Tackling Over-smoothing on Hypergraphs: A Ricci Flow-guided Neural Diffusion Approach.

Mengyao Zhou, Zhiheng Zhou, Xiao Han, Xingqin Qi, Guanghui Wang, Guiying Yan

CoRR, March, 2026

Classification of Alzheimer's Disease by Modeling Brain Networks as Signed Networks Under Deep Learning Frameworks.

Chenfei Wang, Yunping Wang, Qinghan Xue, Zhiheng Zhou, Guiying Yan, Xingqin Qi

IEEE Trans. Comput. Biol. Bioinform., 2026

HOI-brain: A novel multi-channel transformers framework for brain disorder diagnosis by accurately extracting signed higher-order interactions from fMRI data.

Dengyi Zhao, Zhiheng Zhou, Guiying Yan, Dongxiao Yu, Xingqin Qi

Medical Image Anal., 2026

Extracting interpretable higher-order topological features across multiple scales from fMRI for Alzheimer's disease classification.

Dengyi Zhao, Shanyong Li, Yunping Wang, Chenfei Wang, Zhiheng Zhou, Guiying Yan, Xingqin Qi

Biomed. Signal Process. Control., 2026

MFMHIN: Predicting synergistic drug combinations via biologically-aware heterogeneous information networks.

Qi Wang, Leixia Tian, Zhiheng Zhou, Guiying Yan

Biomed. Signal Process. Control., 2026

Double Graph Attention Network for predicting non-alcoholic fatty liver disease in patients with type 2 diabetes.

Tianbin Chen, Yongbin Zeng, Jinlin Wang, Xiao Sun, Sihao Liu, Ya Fu, Qiang Yi, Qishui Ou, Kai Yan, Zhiheng Zhou

Artif. Intell. Medicine, 2026

2025

Predicting drug combination side effects based on a metapath-based heterogeneous graph neural network.

Leixia Tian, Qi Wang, Zhiheng Zhou, Xiya Liu, Ming Zhang, Guiying Yan

BMC Bioinform., December, 2025

Develop a Deep-Learning Model to Predict Cancer Immunotherapy Response Using In-Born Genomes.

Kai Yan, Zhiheng Zhou, Sihao Liu, Guanghui Wang, Guiying Yan, Edwin Wang

IEEE J. Biomed. Health Informatics, September, 2025

Signed Higher-Order Interactions for Brain Disorder Diagnosis via Multi-Channel Transformers.

Dengyi Zhao, Zhiheng Zhou, Guiying Yan, Dongxiao Yu, Xingqin Qi

CoRR, July, 2025

Evidential Spectrum-Aware Contrastive Learning for OOD Detection in Dynamic Graphs.

Nan Sun, Xixun Lin, Zhiheng Zhou, Yanmin Shang, Zhenlin Cheng, Yanan Cao

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2025

2024

A novel graph neural network method for Alzheimer's disease classification.

Zhiheng Zhou, Qi Wang, Xiaoyu An, Siwei Chen, Yongan Sun, Guanghui Wang, Guiying Yan

Comput. Biol. Medicine, 2024

2018

One-to-one disjoint path covers in digraphs.

Huabin Cao, Bicheng Zhang, Zhiheng Zhou

Theor. Comput. Sci., 2018