| 2026 | AAAI | EEG-DLite: Dataset Distillation for Efficient Large EEG Model Training. | Yuting Tang, Weibang Jiang, Shanglin Li, Yong Li, Chenyu Liu, Xinliang Zhou, Yi Ding, Cuntai Guan |
| 2025 | ICASSP | Enhancing EEG-based Covert Speech Decoding through Knowledge Transfer. | Zhiwei Guo, Muyun Jiang, Chenyu Liu, Min Wu, Jia Lu, Balzs Gulys, Cuntai Guan |
| 2025 | ICASSP | CAT-Net: A Co-Adaptive Transfer Learning Network for BCI-Assisted Neurorehabilitation. | Shuailei Zhang, Yi Ding, Muyun Jiang, Ning Tang, Effie Chew, Kai Keng Ang, Cuntai Guan |
| 2024 | ICLR | Deep Geodesic Canonical Correlation Analysis for Covariance-Based Neuroimaging Data. | Ce Ju, Reinmar J. Kobler, Liyao Tang, Cuntai Guan, Motoaki Kawanabe |
| 2024 | IJCNN | Ladder-of-Thought: Using Knowledge as Steps to Elevate Stance Detection. | Kairui Hu, Ming Yan, Wen Haw Chong, Yong Keong Yap, Cuntai Guan, Joey Tianyi Zhou, Ivor W. Tsang |
| 2024 | IJCNN | CASTNet: Cycle-Consistent Attention-based Network for Decoding Open/Close Hand Movement Attempts using EEG. | Han Wei Ng, Kavitha P. Thomas, Neethu Robinson, Aung Aung Phyo Wai, Leran Jenny Liang, Nishka Khendry, Aarthy Nagarajan, Cuntai Guan |
| 2024 | IROS | Self-Selecting Semi-Supervised Transformer-Attention Convolutional Network for Four Class EEG-Based Motor Imagery Decoding. | Han Wei Ng, Cuntai Guan |
| 2024 | MICCAI | SHAN: Shape Guided Network for Thyroid Nodule Ultrasound Cross-Domain Segmentation. | Ruixuan Zhang, Wenhuan Lu, Cuntai Guan, Jie Gao, Xi Wei, Xuewei Li |
| 2024 | MICCAI | See, Predict, Plan: Diffusion for Procedure Planning in Robotic Surgical Videos. | Ziyuan Zhao, Fen Fang, Xulei Yang, Qianli Xu, Cuntai Guan, S. Kevin Zhou |
| 2024 | SMC | Unsupervised Few-Shot Adaptive Re-Learning for EEG-Based Motor Imagery Classification. | Han Wei Ng, Cuntai Guan |
| 2023 | CAIP | Efficient Representation Learning for Inner Speech Domain Generalization. | Han Wei Ng, Cuntai Guan |
| 2023 | CVPR | Multimodal Continuous Emotion Recognition: A Technical Report for ABAW5. | Su Zhang, Ziyuan Zhao, Cuntai Guan |
| 2023 | IJCAI | SemiGNN-PPI: Self-Ensembling Multi-Graph Neural Network for Efficient and Generalizable Protein-Protein Interaction Prediction. | Ziyuan Zhao, Peisheng Qian, Xulei Yang, Zeng Zeng, Cuntai Guan, Tam Wai Leong, Xiaoli Li |
| 2023 | MICCAI | MS-MT++: Enhanced Multi-scale Mean Teacher for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation. | Ziyuan Zhao, Ruikai Lin, Kaixin Xu, Xulei Yang, Cuntai Guan |
| 2022 | CVPR | Continuous Emotion Recognition using Visual-audio-linguistic Information: A Technical Report for ABAW3. | Su Zhang, Ruyi An, Yi Ding, Cuntai Guan |
| 2022 | ICIP | MMGL: Multi-Scale Multi-View Global-Local Contrastive Learning for Semi-Supervised Cardiac Image Segmentation. | Ziyuan Zhao, Jinxuan Hu, Zeng Zeng, Xulei Yang, Peisheng Qian, Bharadwaj Veeravalli, Cuntai Guan |
| 2022 | ICIP | ACT-NET: Asymmetric Co-Teacher Network for Semi-Supervised Memory-Efficient Medical Image Segmentation. | Ziyuan Zhao, Andong Zhu, Zeng Zeng, Bharadwaj Veeravalli, Cuntai Guan |
| 2022 | IJCNN | MATN: Multi-model Attention Network for Gait Prediction from EEG. | Xi Fu, Liming Zhao, Cuntai Guan |
| 2022 | IJCNN | TESANet: Self-attention network for olfactory EEG classification. | Chengxuan Tong, Yi Ding, Kevin Junliang Lim, Zhuo Zhang, Haihong Zhang, Cuntai Guan |
| 2022 | MICCAI | Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation. | Ziyuan Zhao, Fangcheng Zhou, Zeng Zeng, Cuntai Guan, S. Kevin Zhou |
| 2021 | IJCAI | Time-Series Representation Learning via Temporal and Contextual Contrasting. | Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee Keong Kwoh, Xiaoli Li, Cuntai Guan |
| 2021 | MICCAI | MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels. | Ziyuan Zhao, Kaixin Xu, Shumeng Li, Zeng Zeng, Cuntai Guan |
| 2020 | CVPR | Interpreting mechanisms of prediction for skin cancer diagnosis using multi-task learning. | Davide Coppola, Hwee Kuan Lee, Cuntai Guan |
| 2020 | IJCNN | TSception: A Deep Learning Framework for Emotion Detection Using EEG. | Yi Ding, Neethu Robinson, Qiuhao Zeng, Duo Chen, Aung Aung Phyo Wai, Tih Shih Lee, Cuntai Guan |
| 2020 | IJCNN | Optimizing Filter-bank Canonical Correlation Analysis for fast response SSVEP Brain-Computer Interface (BCI). | Aung Aung Phyo Wai, Heng Guo, Ying Chi, Lei Zhang, Xian-Sheng Hua, Cuntai Guan |
| 2020 | SMC | Deep Multi-Task Learning for SSVEP Detection and Visual Response Mapping. | Hong Jing Khok, Victor Teck Chang Koh, Cuntai Guan |
| 2019 | SMC | A Comparative Study of Mental States in 2D and 3D Virtual Environments Using EEG. | Pinar Bilgin, Kat Agres, Neethu Robinson, Aung Aung Phyo Wai, Cuntai Guan |
| 2019 | SMC | EEG Representation in Deep Convolutional Neural Networks for Classification of Motor Imagery. | Neethu Robinson, Seong-Whan Lee, Cuntai Guan |
| 2018 | SMC | A Study of SSVEP Responses in Case of Overt and Covert Visual Attention with Different View Angles. | Aung Aung Phyo Wai, Zhiyan Goh, Shi De Foo, Cuntai Guan |
| 2017 | SMC | Effects of transcranial direct current stimulation on the motor-imagery brain-computer interface for stroke recovery: An EEG source-space study. | Vikram Shenoy Handiru, A. Prasad Vinod, Kai Keng Ang, Effie Chew, Cuntai Guan |
| 2016 | IJCNN | Multiway analysis of EEG artifacts based on Block Term Decomposition. | Sim Kuan Goh, Hussein A. Abbass, Kay Chen Tan, Abdullah Al Mamun, Cuntai Guan, Chuanchu Wang |
| 2016 | SMC | A novel supervised locality sensitive Factor analysis to classify voluntary hand movement in multi direction using EEG source space. | Vikram Shenoy Handiru, A. Prasad Vinod, Cuntai Guan |
| 2015 | Interspeech | Stress level detection using double-layer subband filter. | Tin Lay Nwe, Qianli Xu, Cuntai Guan, Bin Ma |
| 2015 | SMC | Cortical Source Localization for Analysing Single-Trial Motor Imagery EEG. | Vikram Shenoy Handiru, A. Prasad Vinod, Cuntai Guan |
| 2014 | ICARCV | Spatio-temporal variations in hand movement trajectory based brain activation patterns. | Neethu Robinson, A. Prasad Vinod, Cuntai Guan |
| 2014 | IJCNN | Spatial filter adaptation based on geodesic-distance for motor EEG classification. | Xinyang Li, Cuntai Guan, Kai Keng Ang, Haihong Zhang, Sim Heng Ong |
| 2014 | SMC | Evaluation of EEG features during overt visual attention during neurofeedback game. | Kavitha P. Thomas, A. Prasad Vinod, Cuntai Guan |
| 2014 | SMC | A BCI speller based on SSVEP using high frequency stimuli design. | Dong-Ok Won, Haihong Zhang, Cuntai Guan, Seong-Whan Lee |
| 2014 | SMC | Quality assessment of EEG signals based on statistics of signal fluctuations. | Huijuan Yang, Cuntai Guan, Kai Keng Ang, Kok Soon Phua, Chuanchu Wang |
| 2013 | ICASSP | Error entropy based adaptive kernel classification for non-stationary EEG analysis. | Sidath Ravindra Liyanage, Cuntai Guan, Haihong Zhang, Kai Keng Ang, Jian-Xin Xu, Tong Heng Lee |
| 2013 | ICASSP | Joint spatial-temporal filter design for analysis of motor imagery EEG. | Xinyang Li, Haihong Zhang, Cuntai Guan, S. H. Ong, Yaozhang Pan, Kai Keng Ang |
| 2013 | ICASSP | Neural decoding of movement targets by unsorted spike trains. | Zhiming Xu, Kai Keng Ang, Cuntai Guan |
| 2013 | ICASSP | Maximum dependency and minimum redundancy-based channel selection for motor imagery of walking EEG signal detection. | Huijuan Yang, Cuntai Guan, Chuanchu Wang, Kai Keng Ang |
| 2013 | SMC | Hand Movement Trajectory Reconstruction from EEG for Brain-Computer Interface Systems. | Neethu Robinson, A. Prasad Vinod, Cuntai Guan |
| 2012 | ICASSP | Extracting effective features from high density nirs-based BCI for assessing numerical cognition. | Kai Keng Ang, Juanhong Yu, Cuntai Guan |
| 2012 | ICASSP | Multi-frequency band common spatial pattern with sparse optimization in Brain-Computer Interface. | Mahnaz Arvaneh, Cuntai Guan, Kai Keng Ang, Chai Quek |
| 2012 | ICASSP | Fast emotion detection from EEG using asymmetric spatial filtering. | Dong Huang, Haihong Zhang, Kai Keng Ang, Cuntai Guan, Yaozhang Pan, Chuanchu Wang, Juanhong Yu |
| 2012 | ICASSP | Cluster impurity and forward-backward error maximization-based active learning for EEG signals classification. | Huijuan Yang, Cuntai Guan, Kai Keng Ang, Yaozhang Pan, Haihong Zhang |
| 2012 | ICONIP | Cross-Subject Classification of Speaking Modes Using fNIRS. | Christian Herff, Dominic Heger, Felix Putze, Cuntai Guan, Tanja Schultz |
| 2012 | ICPR | Artifact correction with robust statistics for non-stationary intracranial pressure signal monitoring. | Mengling Feng, Liang Yu Loy, Kelvin Sim, Clifton Phua, Feng Zhang, Cuntai Guan |
| 2012 | IJCNN | Extracting and selecting discriminative features from high density NIRS-based BCI for numerical cognition. | Kai Keng Ang, Juanhong Yu, Cuntai Guan |
| 2012 | IJCNN | Robust EEG channel selection across sessions in brain-computer interface involving stroke patients. | Mahnaz Arvaneh, Cuntai Guan, Kai Keng Ang, Chai Quek |
| 2012 | IJCNN | Asymmetric Spatial Pattern for EEG-based emotion detection. | Dong Huang, Cuntai Guan, Kai Keng Ang, Haihong Zhang, Yaozhang Pan |
| 2012 | ICPR | Iterative clustering and support vectors-based high-confidence query selection for motor imagery EEG signals classification. | Huijuan Yang, Cuntai Guan, Kai Keng Ang, Haihong Zhang, Chuanchu Wang |
| 2012 | ICPR | Online ICP forecast for patients with traumatic brain injury. | Feng Zhang, Mengling Feng, Liang Yu Loy, Zhuo Zhang, Cuntai Guan |
| 2012 | IJCNN | Dynamically Weighted Classification with Clustering to tackle non-stationarity in Brain computer Interfacing. | Sidath Ravindra Liyanage, Cuntai Guan, Haihong Zhang, Kai Keng Ang, Jian-Xin Xu, Tong Heng Lee |
| 2012 | IJCNN | Seizure detection based on spatiotemporal correlation and frequency regularity of scalp EEG. | Yaozhang Pan, Cuntai Guan, Kai Keng Ang, Kok Soon Phua, Huijuan Yang, Dong Huang, Shih-Hui Lim |
| 2012 | IJCNN | A modified Wavelet-Common Spatial Pattern method for decoding hand movement directions in brain computer interfaces. | Neethu Robinson, A. Prasad Vinod, Cuntai Guan, Kai Keng Ang, Keng Peng Tee |
| 2012 | IJCNN | Traffic modeling and identification using a Self-adaptive Fuzzy Inference Network. | Sau Wai Tung, Chai Quek, Cuntai Guan |
| 2012 | IJCNN | Dynamic initiation and dual-tree complex wavelet feature-based classification of motor imagery of swallow EEG signals. | Huijuan Yang, Cuntai Guan, Kai Keng Ang, Chuanchu Wang, Kok Soon Phua, Juanhong Yu |
| 2011 | ICASSP | Spatially sparsed Common Spatial Pattern to improve BCI performance. | Mahnaz Arvaneh, Cuntai Guan, Kai Keng Ang, Hiok Chai Quek |
| 2011 | IJCNN | Filter Bank Common Spatial Pattern (FBCSP) algorithm using online adaptive and semi-supervised learning. | Kai Keng Ang, Zhengyang Chin, Haihong Zhang, Cuntai Guan |
| 2011 | IJCNN | Filter Bank Feature Combination (FBFC) approach for brain-computer interface. | Zhengyang Chin, Kai Keng Ang, Cuntai Guan, Chuanchu Wang, Haihong Zhang |
| 2010 | ICASSP | Learning from other subjects helps reducing Brain-Computer Interface calibration time. | Fabien Lotte, Cuntai Guan |
| 2010 | ICASSP | Towards optimum linear transformation under zero-mean Gaussian mixtures for detection of motor imagery EEG. | Haihong Zhang, Cuntai Guan, Chuanchu Wang |
| 2010 | ICPR | A Brain-Computer Interface for Mental Arithmetic Task from Single-Trial Near-Infrared Spectroscopy Brain Signals. | Kai Keng Ang, Cuntai Guan, Kerry Lee, Jie Qi Lee, Shoko Nioka, Britton Chance |
| 2010 | ICPR | Spatially Regularized Common Spatial Patterns for EEG Classification. | Fabien Lotte, Cuntai Guan |
| 2010 | IJCNN | Application of rough set-based neuro-fuzzy system in NIRS-based BCI for assessing numerical cognition in classroom. | Kai Keng Ang, Cuntai Guan, Kerry Lee, Jie Qi Lee, Shoko Nioka, Britton Chance |
| 2010 | ICPR | A Covariate Shift Minimisation Method to Alleviate Non-stationarity Effects for an Adaptive Brain-Computer Interface. | Abdul Rehman Satti, Cuntai Guan, Damien Coyle, Girijesh Prasad |
| 2010 | ICPR | An Information Theoretic Linear Discriminant Analysis Method. | Haihong Zhang, Cuntai Guan, Kai Keng Ang |
| 2010 | IJCNN | EEG signal separation for multi-class motor imagery using common spatial patterns based on Joint Approximate Diagonalization. | Sidath Ravindra Liyanage, Jian-Xin Xu, Cuntai Guan, Kai Keng Ang, Tong Heng Lee |
| 2010 | ISCAS | A Study on the impact of spectral variability in brain-computer interface. | Kavitha P. Thomas, Cuntai Guan, Chiew Tong Lau, A. Prasad Vinod |
| 2010 | PRICAI | An Evolving Type-2 Neural Fuzzy Inference System. | Sau Wai Tung, Chai Quek, Cuntai Guan |
| 2009 | ICASSP | Voxel selection in fMRI data analysis: A sparse representation method. | Yuanqing Li, Zhuliang Yu, Praneeth Namburi, Cuntai Guan |
| 2009 | ISCAS | Learning EEG-based Spectral-spatial Patterns for Attention Level Measurement. | Brahim Hamadicharef, Haihong Zhang, Cuntai Guan, Chuanchu Wang, Kok Soon Phua, Keng Peng Tee, Kai Keng Ang |
| 2009 | ISCAS | Discriminative FilterBank Selection and EEG Information Fusion for Brain Computer Interface. | Kavitha P. Thomas, Cuntai Guan, Chiew Tong Lau, A. Prasad Vinod |
| 2008 | ICONIP | HyFIS-Yager-gDIC: A Self-organizing Hybrid Neural Fuzzy Inference System Realizing Yager Inference. | Sau Wai Tung, Chai Quek, Cuntai Guan |
| 2008 | ICPR | Subject-independent brain computer interface through boosting. | Shijian Lu, Cuntai Guan, Haihong Zhang |
| 2008 | IJCNN | Filter Bank Common Spatial Pattern (FBCSP) in Brain-Computer Interface. | Kai Keng Ang, Zhengyang Chin, Haihong Zhang, Cuntai Guan |
| 2008 | IJCNN | An EEG-based BCI system for 2D cursor control. | Yuanqing Li, Chuanchu Wang, Haihong Zhang, Cuntai Guan |
| 2008 | IJCNN | Learning adaptive subject-independent P300 models for EEG-based brain-computer interfaces. | Shijian Lu, Cuntai Guan, Haihong Zhang |
| 2007 | ICASSP | Feature Selection Based on Fisher Ratio and Mutual Information Analyses for Robust Brain Computer Interface. | Tran Huy Dat, Cuntai Guan |
| 2007 | ICASSP | A Self-Training Semi-Supervised Support Vector Machine Algorithm and its Applications in Brain Computer Interface. | Yuanqing Li, Huiqi Li, Cuntai Guan, Zhengyang Chin |
| 2006 | ICPR | A Kernel-based Signal Localization Method for NIRS Brain-computer Interfaces. | Haihong Zhang, Cuntai Guan |
| 2006 | ISCAS | Signal processing for brain-computer interface: enhance feature extraction and classification. | Haihong Zhang, Cuntai Guan, Yuanqing Li |
| 2004 | ICPR | High Accuracy Classification of EEG Signal. | Wenjie Xu, Cuntai Guan, Chng Eng Siong, S. Ranganatha, M. Thulasidas, Jiankang Wu |
| 2003 | Interspeech | On unit analysis for Cantonese corpus-based TTS. | Jun Xu, Thomas Choy, Minghui Dong, Cuntai Guan, Haizhou Li |
| 2002 | Interspeech | Multilingual speech recognition with language identification. | Bin Ma, Cuntai Guan, Haizhou Li, Chin-Hui Lee |
| 1997 | Interspeech | A space transformation approach for robust speech recognition in noisy environments. | Cuntai Guan, Shu-hung Leung, Wing Hong Lau |
| 1993 | ICASSP | Direct modulation on LPC coefficients with application to speech enhancement and improving the performance of speech recognition in noise. | Cuntai Guan, Yong Bin Chen, Boxiu Wu |