Cuntai Guan
Professor
Develops brain-computer interfaces and machine learning for neural signals, medical image analysis and neurorehabilitation.
Cuntai Guan's lab at NTU works on neuroscience & brain-computer interfaces, medical imaging & healthcare AI and human-robot interaction & assistive robots. 93 papers since 2023, 5 at top venues, mostly Neural Networks and TPAMI. 16 PhD students. 45 alumni.
At a glance
- papers, 2023–2026
- 24/ year
- at T1 venues
- 5%
- PhD students
- 16
- MS students
- 0
- alumni listed
- 45
Papers by yearfrom the lab homepage, 2023–2026
- 19 papers2026 · T1 3 · collecting
- 20 papers2025 · T1 1
- 29 papers2024 · T1 1
- 25 papers2023 · T1 0
T1 venuesOtherVenues: Neural Networks, TPAMI, Artificial Intelligence, Expert Systems with Applications, Findings of EMNLP
Research focuspaper titles that use each topic's words
- Neuroscience & brain-computer interfaces17 papers
- brain-computer9 papers
- Medical imaging & healthcare AI6 papers
- Human-robot interaction & assistive robots3 papers
- brain-computer interfaces3 papers
Paper list
From the lab homepage.
202619 papers
- Expert Systems with ApplicationsAdaptive Bottleneck Transformer for Multimodal EEG, Audio, and Vision Fusion
- TPAMI (T1)Decoupled Hierarchical Distillation for Multimodal Emotion Recognition
- The Annual Conference on Neural Information Processing Systems (NeurIPS'26), Dec .DEFT: Disentanglement-Enhanced Fine-Tuning for EEG Foundation Models
- Advanced Science, Mar , DOI: 10.1002/advs.202524283Discovering Interpretable Semantics from Radio Signals for Contactless Cardiac Monitoring
- The Annual Conference on Neural Information Processing Systems (NeurIPS'26), Dec .Do Speech BCIs Need Larger Models? Rethinking Neural Decoding beyond Scaling
- International Conference on Machine Learning (ICML), 6-10 July, , Seoul, Korea.EEG-Based Multimodal Learning via Hyperbolic Mixture-of-Curvature Experts
- the Annual AAAI Conference on Artificial Intelligence (AAAI’26), Jan 20-27, , Singapore.EEG-D2: Dataset Distillation for Efficient Large EEG Model Training
- TASLP (T1)EEG-SPELL: Spectral–PhonEtic–Lexical aLignment network for EEG-based Covert Speech Decoding
- Neural NetworksEEG-to-Gait Decoding via Phase-Aware Representation Learning
- IEEE Journal of Biomedical and Health Informatics, SepEEGDM: Label-Efficient EEG Representation Learning with Generative Diffusion Model
- IEEE Journal of Biomedical and Health Informatics (J-BHI), Jul , DOI: 10.1109/JBHI. .3715892Hierarchical Self-Supervised Representation Learning for Depression Detection from Speech
- TAFFCHierarchical Vision-Language Interaction for Facial Action Unit Detection
202520 papers
- IEEE Journal of Biomedical and Health Informatics (J-BHI), May , DOI: 10.1109/JBHI. .3570900. ViewPDFAutomated Depression Detection from Text and Audio: A Systematic Review
- IEEE Transactions on Affective Computing (TAFFC), Feb , DOI: 10.1109/TAFFC. .3545915. ViewPDFBeyond Overfitting: Doubly Adaptive Dropout for Generalizable AU Detection
- Advanced Materials, Dec , e17936, DOI: 10.1002/adma.202517936. ViewPDFBioinspired Heat-Induced Viscoelasticity-Switchable Electrodes for Conformal Brain-Computer Interfaces
- IEEE Transactions on Medical Imaging (TMI), Dec , DOI: 10.1109/TMI. .3642620. ViewPDFBlock-Champagne: A Novel Bayesian Framework for Imaging Extended E/MEG Source
- Age and Ageing, 54 (9), Sept , afaf250. ViewPDFBrain-computer-interface-based intervention increases brain functional segregation in cognitively normal elderly
- IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 6-11 April .CAT-Net: A Co-Adaptive Transfer Learning Network for BCI-Assisted Neurorehabilitation
- IEEE Journal of Biomedical and Health Informatics (J-BHI), Dec , DOI: 10.1109/JBHI. .3653025. ViewPDFDecoding Covert Speech from EEG by Functional Areas Spatio-Temporal Transformer
- Neural NetworksDecoding olfactory response from neurophysiological signal with a multi modal deep learning framework
- IEEE Transactions on Image Processing (TIP), MarDecoupled Doubly Contrastive Learning for Cross Domain Facial Action Unit Detection
- Artificial Intelligence (T1)Deep Optimal Transport for Domain Adaptation on SPD Manifolds
- IEEE Journal of Biomedical and Health Informatics (J-BHI), Mar , 29 (3), - . ViewPDFEEG-Deformer: A Dense Convolutional Transformer for Brain computer Interfaces
- IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), Dec , DOI: 10.1109/TNSRE. .3647101. ViewPDFEEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding
202429 papers
- Neural NetworksAggregating Intrinsic Information to Enhance BCI Performance through Federated Learning
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando, Florida, USA, July 15-19, .Bi-hemisphere Interaction Convolutional Neural Network for Motor Imagery Classification
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando, Florida, USA, July 15-19, .Brain-Computer-Brain system for individualized transcranial alternating current stimulation with concurrent EEG recording: a healthy subject pilot study
- the IEEE World Congress on Computational Intelligence (WCCI), Yokohama, Japan, 30 June - 5 July .CASTNet: Cycle-Consistent Attention-Based Network for Decoding Open/Close Hand Movement Attempts Using EEG
- IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), SepDecoding Multi-Class Motor Imagery from Unilateral Limbs Using EEG Signals
- the Twelfth International Conference on Learning Representations (ICLR), May 7- 11, , Vienna, Austria (spotlight).Deep Geodesic Canonical Correlation Analysis for Covariance-Based Neuroimaging Data
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando, Florida, USA, July 15-19, .Dual Prototypical Self-Supervised Learning for One-Shot Medical Image Segmentation
- IEEE Transactions on Biomedical Engineering (TBME), April , DOI: 10.1109/TBME. .3378508. ViewPDFECGAN-Assisted ResT-Net Based on Fuzziness for OSA Detection
- IEEE Transactions on Neural Networks and Learning Systems (TNNLS), DecGraph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective from the Time-Frequency Analysis
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando, Florida, USA, July 15-19, .Hand Joint Reconstruction from Electroencephalography Signals with Deep Learning
- IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), April , DOI: 10.1109/TNSRE. .3389051. ViewPDFImproving SSVEP-BCI performance through repetitive anodal tDCS-based neuromodulation: insights from fractal EEG and brain functional connectivity
- Neural NetworksInter-participant Transfer Learning with Attention based Domain Adversarial Training for P300 Detection
202325 papers
- Neural NetworksA transformer-based deep neural network model for SSVEP classification
- IEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), FebADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training
- Frontiers in Psychiatry,Jan , DOI: 10.3389/fpsyt. .1039820. ViewPDFAltered Task Induced Functional Brain Networks and Small-World Properties in Autism
- Annual International Conference of the IEEE Engineering in Medicine & Biology Conference (EMBC), 24-27 Jul , Sydney.Continuous erroneous feedback processing during deviation from the road within a 2D steering task
- IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), Nov , DOI: 10.1109/TNSRE. .3339179. ViewPDFDeep Unsupervised Representation Learning for Feature-Informed EEG Domain Extraction
- IEEE Transactions on Affective Computing (TAFFC), MayE-Key: an EEG-Based Biometric Authentication and Driving Fatigue Detection System
- IEEE Transactions on Biomedical Engineering (TBME), JanEffects of Cognitive Distraction on Upper Limb Movement Decoding from EEG Signals
- The International Conference on Computer Analysis of Images and Patterns, 26-28 September, , Main Conference, Limassol, Cyprus.Efficient Representation Learning for Inner Speech Domain Generalization
- NeurocomputingEnhancing the Confidence of Deep Learning Classifiers via Interpretable Saliency Maps
- Annual International Conference of the IEEE Engineering in Medicine & Biology Conference (EMBC), Jul , Sydney.Gait Pattern Recognition Based on Supervised Contrastive Learning Between EEG and EMG
- Annual International Conference of the IEEE Engineering in Medicine & Biology Conference (EMBC), 24-27 Jul , Sydney.GIGN: Learning Graph-in-graph Representations of EEG Signals for Continuous Emotion Recognition
- Child and Adolescent Psychiatry and Mental Health, Jan , 17 (15). DOI: 10.1186/s13034-022-00539-x. ViewPDFHome-based brain-computer interface attention training program for Attention Deficit Hyperactivity Disorder: A feasibility trial
Where alumni went45 listed
Apply to NTUFall 2027
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Computing and Data Science PhD
- Round
- Main
- Opens
- —
- GRE
- not required
- English
- TOEFL/IELTS
- Fee
- See program page
Not yet confirmed for this intake.
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