TESANet: Self-attention network for olfactory EEG classification. - Chengxuan Tong; Yi Ding 012; Kevin Junliang Lim; Zhuo Zhang 001; Haihong Zhang; Cuntai Guan (IJCNN, 2022)

MTDN: Learning Multiple Temporal Dynamics Representation for Emotional Valence Classification with EEG. - Chengxuan Tong; Yi Ding 012; Kevin Junliang Lim; Cuntai Guan (EMBC, 2023)

EEG-Deformer: A Dense Convolutional Transformer for Brain-computer Interfaces. - Yi Ding 012; Yong Li 032; Hao Sun; Rui Liu 034; Chengxuan Tong; Cuntai Guan (CoRR, 2024)

EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition. - Yi Ding 012; Chengxuan Tong; Shuailei Zhang; Muyun Jiang; Yong Li 032; Kevin Lim Jun Liang; Cuntai Guan (CoRR, 2024)

Leveraging temporal dependency for cross-subject-MI BCIs by contrastive learning and self-attention. - Hao Sun; Yi Ding 012; Jianzhu Bao; Ke Qin; Chengxuan Tong; Jing Jin 001; Cuntai Guan (Neural Networks, 2024)

LGGNet: Learning From Local-Global-Graph Representations for Brain-Computer Interface. - Yi Ding 012; Neethu Robinson; Chengxuan Tong; Qiuhao Zeng; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2024)

Decoding olfactory response from neurophysiological signal with a multi modal deep learning framework. - Chengxuan Tong; Yi Ding 012; Aung Aung Phyo Wai; Hui Xin Joanna Chua; Xiaorong Wu; Kevin Junliang Lim; Cuntai Guan (Neural Networks, 2025)

EEG-Deformer: A Dense Convolutional Transformer for Brain-Computer Interfaces. - Yi Ding 012; Yong Li 032; Hao Sun; Rui Liu 034; Chengxuan Tong; Chenyu Liu; Xinliang Zhou; Cuntai Guan (IEEE J. Biomed. Health Informatics, 2025)

EmT: A Novel Transformer for Generalized Cross-Subject EEG Emotion Recognition. - Yi Ding 012; Chengxuan Tong; Shuailei Zhang; Muyun Jiang; Yong Li 032; Kevin Junliang Lim; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2025)