Intracortical Activity decoding of motor imagery based on Deep Convolutional Neural Network: a Pilot Study. - Duo Chen; Rosa Q. So; Yi Ding 012; Cuntai Guan (GBCIC, 2019)

Motor-Controlled Spindle (MCS) Detection for Primate in BCI System. - Duo Chen; Rosa Q. So; Yi Ding 012; Cuntai Guan (NER, 2019)

TSception: A Deep Learning Framework for Emotion Detection Using EEG. - Yi Ding 012; Neethu Robinson; Qiuhao Zeng; Duo Chen; Aung Aung Phyo Wai; Tih Shih Lee; Cuntai Guan (IJCNN, 2020)

Learning Generalized Representations of EEG between Multiple Cognitive Attention Tasks. - Yi Ding 012; Nigel Wei Jun Ang; Aung Aung Phyo Wai; Cuntai Guan (EMBC, 2021)

Continuous Emotion Recognition with Audio-visual Leader-follower Attentive Fusion. - Su Zhang 004; Yi Ding 012; Ziquan Wei; Cuntai Guan (ICCVW, 2021)

TSception: Capturing Temporal Dynamics and Spatial Asymmetry from EEG for Emotion Recognition. - Yi Ding 012; Neethu Robinson; Qiuhao Zeng; Cuntai Guan (CoRR, 2021)

LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface. - Yi Ding 012; Neethu Robinson; Qiuhao Zeng; Cuntai Guan (CoRR, 2021)

Audio-visual Attentive Fusion for Continuous Emotion Recognition. - Su Zhang 004; Yi Ding 012; Ziquan Wei; Cuntai Guan (CoRR, 2021)

Continuous Emotion Recognition using Visual-audio-linguistic Information: A Technical Report for ABAW3. - Su Zhang 004; Ruyi An; Yi Ding 012; Cuntai Guan (CVPR Workshops, 2022)

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)

GIGN: Learning Graph-in-graph Representations of EEG Signals for Continuous Emotion Recognition. - Yi Ding 012; Cuntai Guan (EMBC, 2023)

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

TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition. - Yi Ding 012; Neethu Robinson; Su Zhang 004; Qiuhao Zeng; Cuntai Guan (IEEE Trans. Affect. Comput., 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)

Aggregating intrinsic information to enhance BCI performance through federated learning. - Rui Liu 034; Yuanyuan Chen; Anran Li 001; Yi Ding 012; Han Yu 001; Cuntai Guan (Neural Networks, 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)

MASA-TCN: Multi-Anchor Space-Aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition. - Yi Ding 012; Su Zhang 004; Chuangao Tang; Cuntai Guan (IEEE J. Biomed. Health Informatics, 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)

CAT-Net: A Co-Adaptive Transfer Learning Network for BCI-Assisted Neurorehabilitation. - Shuailei Zhang; Yi Ding 012; Muyun Jiang; Ning Tang; Effie Chew; Kai Keng Ang; Cuntai Guan (ICASSP, 2025)

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)

Decoupled Doubly Contrastive Learning for Cross-Domain Facial Action Unit Detection. - Yong Li 032; Menglin Liu; Zhen Cui 001; Yi Ding 012; Yuan Zong; Wenming Zheng; Shiguang Shan; Cuntai Guan (IEEE Trans. Image Process., 2025)

Beyond Overfitting: Doubly Adaptive Dropout for Generalizable AU Detection. - Yong Li 032; Yi Ren; Xuesong Niu; Yi Ding 012; Xiu-Shen Wei; Cuntai Guan (CoRR, 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)

REI-Net: A Reference Electrode Standardization Interpolation Technique Based 3D CNN for Motor Imagery Classification. - Meiyan Xu; Jie Jiao; Duo Chen; Yi Ding 012; Qingqing Chen; Jipeng Wu; Peipei Gu; Yijie Pan; Xueping Peng; Naian Xiao; Bokai Yang; Qiyuan Li; et al. (IEEE J. Biomed. Health Informatics, 2025)

Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer. - Muyun Jiang; Yi Ding 012; Wei Zhang 266; Kok Ann Colin Teo; Laiguan Fong; Shuailei Zhang; Zhiwei Guo; Chenyu Liu; Raghavan Bhuvanakantham; Wei Khang Jeremy Sim; Chuan Huat Vince Foo; Rong Hui Jonathan Chua; et al. (CoRR, 2025)

Towards Robust Multimodal Physiological Foundation Models: Handling Arbitrary Missing Modalities. - Xi Fu; Wei-Bang Jiang; Yi Ding 012; Cuntai Guan (CoRR, 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)