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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Rui-Zhe Zhong

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Open access 2026

GPC-CF: A Graph Convolutional Pre-Trained Contrastive Cross-Fusion Framework for Multimodal Brain Representation Learning

A novel Graph Convolutional Pre-trained Contrastive Cross-Fusion (GPC-CF) framework, which integrates EEG and fMRI data within a pre-training and fine-tuning model to establish a powerful paradigm for multimodal brain signal fusion.

Rui-Zhe Zhong, Hai-Sheng Li, Min Zuo et al. · 0 citations
Sep 2026

Mixture-of-Experts Electroencephalography-Functional Magnetic Resonance Imaging Fusion for Interpretable Computer-Assisted Brain Disorder Diagnosis.

Electroencephalography (EEG) and functional magnetic resonance imaging (fMRI) provide complementary information about brain function, and have shown significant promise in detecting functional abnormalities in various brain disorders. However, the distinct signal characteristics and disparate representational spaces of...

Rui-Zhe Zhong, Hai-Sheng Li, Qing-Chuan Zhang · 0 citations
Jul 2026

Multi-Scale Structural MRI Features Reveal Task-Based Functional Connectivity and Its Alterations in Psychiatric Disorders: A Collaborative Graph Attention Network Approach

The Collaborative Graph Attention Multi-Task Network (CoGA-MTN), a deep learning framework that integrates multi-scale structural features to jointly predict task-based functional connectivity (FC) and identify potential disease-related network alterations, is introduced.

Qingchuan Zhang, Zhen-Qiao Liu, Wen-Jie Dou et al. · 0 citations

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