MM-GTUNets: Unified Multi-Modal Graph Deep Learning for Brain Disorders Prediction. - Luhui Cai; Weiming Zeng; Hongyu Chen 006; Hua Zhang; Yueyang Li 004; Hongjie Yan; Lingbin Bian; Nizhuan Wang 001 (CoRR, 2024)

You Only Acquire Sparse-channel (YOAS): A Unified Framework for Dense-channel EEG Generation. - Hongyu Chen 006; Weiming Zeng; Luhui Cai; Yueyang Li 004; Lei Wang 197; Jia Lu; Hongjie Yan; Wai Ting Siok; Nizhuan Wang 001 (CoRR, 2024)

A Tale of Single-channel Electroencephalogram: Devices, Datasets, Signal Processing, Applications, and Future Directions. - Yueyang Li 004; Weiming Zeng; Wenhao Dong; Di Han; Lei Chen 007; Hongyu Chen 006; Hongjie Yan; Wai Ting Siok; Nizhuan Wang 001 (CoRR, 2024)

EEG Emotion Copilot: Pruning LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation. - Hongyu Chen 006; Weiming Zeng; Chengcheng Chen; Luhui Cai; Fei Wang 074; Lei Wang 197; Wei Zhang; Yueyang Li 004; Hongjie Yan; Wai Ting Siok; Nizhuan Wang 001 (CoRR, 2024)

Neural-MCRL: Neural Multimodal Contrastive Representation Learning for EEG-based Visual Decoding. - Yueyang Li 004; Zijian Kang; Shengyu Gong; Wenhao Dong; Weiming Zeng; Hongjie Yan; Wai Ting Siok; Nizhuan Wang 001 (ICME, 2025)

MHNet: Multi-view High-Order Network for Diagnosing Neurodevelopmental Disorders Using Resting-State fMRI. - Yueyang Li 004; Weiming Zeng; Wenhao Dong; Luhui Cai; Lei Wang 197; Hongyu Chen 006; Hongjie Yan; Lingbin Bian; Nizhuan Wang 001 (J. Imaging Inform. Medicine, 2025)

EEG Emotion Copilot: Optimizing lightweight LLMs for emotional EEG interpretation with assisted medical record generation. - Hongyu Chen 006; Weiming Zeng; Chengcheng Chen; Luhui Cai; Fei Wang 074; Yuhu Shi; Lei Wang 197; Wei Zhang; Yueyang Li 004; Hongjie Yan; Wai Ting Siok; Nizhuan Wang 001 (Neural Networks, 2025)

STARFormer: A novel spatio-temporal aggregation reorganization transformer of FMRI for brain disorder diagnosis. - Wenhao Dong; Yueyang Li 004; Weiming Zeng; Lei Chen 007; Hongjie Yan; Wai Ting Siok; Nizhuan Wang 001 (Neural Networks, 2025)

A Tale of Single-Channel Electroencephalography: Devices, Datasets, Signal Processing, Applications, and Future Directions. - Yueyang Li 004; Weiming Zeng; Wenhao Dong; Di Han; Lei Chen 007; Hongyu Chen 006; Zijian Kang; Shengyu Gong; Hongjie Yan; Wai Ting Siok; Nizhuan Wang 001 (IEEE Trans. Instrum. Meas., 2025)

Information Bottleneck-Guided Heterogeneous Graph Learning for Interpretable Neurodevelopmental Disorder Diagnosis. - Yueyang Li 004; Lei Chen 007; Wenhao Dong; Shengyu Gong; Zijian Kang; Boyang Wei; Weiming Zeng; Hongjie Yan; Lingbin Bian; Wai Ting Siok; Nizhuan Wang 001 (CoRR, 2025)

Hypergraph Multi-Modal Learning for EEG-based Emotion Recognition in Conversation. - Zijian Kang; Yueyang Li 004; Shengyu Gong; Weiming Zeng; Hongjie Yan; Lingbin Bian; Wai Ting Siok; Nizhuan Wang 001 (CoRR, 2025)

LEREL: Lipschitz Continuity-Constrained Emotion Recognition Ensemble Learning For Electroencephalography. - Shengyu Gong; Yueyang Li 004; Zijian Kang; Weiming Zeng; Hongjie Yan; Wai Ting Siok; Nizhuan Wang 001 (CoRR, 2025)

FreqDGT: Frequency-Adaptive Dynamic Graph Networks with Transformer for Cross-subject EEG Emotion Recognition. - Yueyang Li 004; Shengyu Gong; Weiming Zeng; Nizhuan Wang 001; Wai Ting Siok (CoRR, 2025)

MM-GTUNets: Unified Multi-Modal Graph Deep Learning for Brain Disorders Prediction. - Luhui Cai; Weiming Zeng; Hongyu Chen 006; Hua Zhang; Yueyang Li 004; Yu Feng; Hongjie Yan; Lingbin Bian; Wai Ting Siok; Nizhuan Wang 001 (IEEE Trans. Medical Imaging, 2025)

Hypergraph multi-modal learning for EEG-based emotion recognition in conversation. - Zijian Kang; Yueyang Li 004; Shengyu Gong; Weiming Zeng; Hongjie Yan; Lingbin Bian; Zhiguo Zhang 001; Wai Ting Siok; Nizhuan Wang 001 (Neural Networks, 2026)

Region-aware Spatiotemporal Modeling with Collaborative Domain Generalization for Cross-Subject EEG Emotion Recognition. - Weiwei Wu; Yueyang Li 004; Yuhu Shi; Weiming Zeng; Lang Qin; Yang Yang; Ke Zhou; Zhiguo Zhang 001; Wai Ting Siok; Nizhuan Wang 001 (CoRR, 2026)

Extraction of Seafarers' Occupational Plasticity Brain Network Based on Effective Connectivity Lateralization. - Lei Wang 197; Weiming Zeng; Baolong Li; Weifang Nie; Hua Zhang; Hongyu Chen 006; Yueyang Li 004; Yuhu Shi (IEEE J. Biomed. Health Informatics, 2026)

STAMBRIDGE: Spectral-Temporal Amplitude-aware Mid-Feature Bridge for EEG Visual Decoding. - Jiahe Meng; Weiming Zeng; Yueyang Li 004; Bo Chai; Hongjie Yan; Zhi Guo Zhang 001; Wai Ting Siok; Nizhuan Wang 001 (CoRR, 2026)