Publications
Publications in reverse chronological order. A full list is on Google Scholar.
A full, continuously updated list is available on Google Scholar.
2026
- HBMEfficient Deep Learning Models for Predicting Individualized Task Activation from Resting-State Functional ConnectivityHuman Brain Mapping, 2026
- CAIRobust Continuous Hand Gesture Spotting: An Empirical Study with Deep Sequential Encoding and Probabilistic Time-Series ModelingIn IEEE International Conference on Artificial Intelligence (CAI), 2026
- Brain Connect.Fingerprints Beyond Averages: The Temporal Architecture of Individual Brain ConnectivityBrain Connectivity, 2026
2025
- arXivNeuroBoT: Short-Term Brain-Machine Learning of Real-Time EEG Decoding for BMI-of-ThingsarXiv, 2025
2024
- EMBCTowards Speech Synthesis of Unconstrained Sentences from Speech-Related BiosignalsIn Proceedings of the IEEE Engineering in Medicine and Biology Conference, 2024
- IWBCIEnhanced Generative Adversarial Networks for Unseen Word Generation from EEG SignalsIn Proceedings of the 12th IEEE International Winter Conference on Brain-Computer Interface, 2024
- IWBCIBrain-Driven Representation Learning Based on Diffusion ModelIn Proceedings of the 12th IEEE International Winter Conference on Brain-Computer Interface, 2024
- IWBCINeural Speech Embeddings for Speech Synthesis Based on Deep Generative NetworksIn Proceedings of the 12th IEEE International Winter Conference on Brain-Computer Interface, 2024
2023
- AAAITowards Voice Reconstruction from EEG during Imagined SpeechIn AAAI Conference on Artificial Intelligence, 2023
- TMRBLearning to Estimate Palpation Forces in Robotic Surgery from Visual-Inertial DataIEEE Transactions on Medical Robotics and Bionics, 2023
- InterspeechDiff-E: Diffusion-based Learning for Decoding Imagined Speech EEGIn Proceedings of Interspeech, 2023
- SMCSentence Reconstruction Leveraging Contextual Meaning from Speech-Related Brain SignalsIn 2023 IEEE International Conference on Systems, Man, and Cybernetics, 2023
- IWBCISpeech Synthesis from Brain Signals Based on Generative ModelIn Proceedings of the 11th IEEE International Winter Conference on Brain-Computer Interface, 2023
- IWBCISubject-Independent Classification of Brain Signals using Skip ConnectionsIn Proceedings of the 11th IEEE International Winter Conference on Brain-Computer Interface, 2023
- IWBCITowards Neural Decoding of Imagined Speech based on Spoken SpeechIn Proceedings of the 11th IEEE International Winter Conference on Brain-Computer Interface, 2023
- Speech EEG classification based on residual learning for user-independent brain-computer interfacesIn Winter Symposium of the Korean Society of Brain Engineering, 2023
2022
- IWBCIEEG-Transformer: Self-attention from Transformer Architecture for Decoding EEG of Imagined SpeechIn Proceedings of the 10th IEEE International Winter Conference on Brain-Computer Interface, 2022
- Front. Hum. Neurosci.2020 International Brain-Computer Interface Competition: A ReviewFrontiers in Human Neuroscience, 2022
- IWBCIToward Imagined Speech based Smart Communication System: Potential Applications on Metaverse ConditionsIn Proceedings of the 10th IEEE International Winter Conference on Brain-Computer Interface, 2022
2021
- Sci. DataMobile BCI Dataset of Scalp- and Ear-EEGs with ERP and SSVEP Paradigms While Standing, Walking, and RunningScientific Data, 2021
- arXivVoice of your brain: Cognitive representations of imagined speech, overt speech, and speech perception based on EEGarXiv, 2021
- IWBCIDecoding event-related potential from ear-EEG signals based on ensemble convolutional neural networks in ambulatory environmentIn Proceedings of the 9th IEEE International Winter Conference on Brain-Computer Interface, 2021
2020
- TNSREA Real-time movement artifact removal method for ambulatory brain-computer interfacesIEEE Transactions on Neural Systems and Rehabilitation Engineering, 2020
- arXivReconstructing ERP signals using generative adversarial networks for mobile brain-machine interfacearXiv, 2020
- IWBCIDecoding visual responses based on deep neural networks with ear-EEG signalsIn Proceedings of the 8th IEEE International Winter Conference on Brain-Computer Interface, 2020
- SAGESVision-based Force Estimation for a da Vinci Instrument Using Deep Neural NetworksIn Society of American Gastrointestinal and Endoscopic Surgeons Annual Meeting, 2020
2019
- GigaScienceEEG Dataset and OpenBMI Toolbox for Three BCI Paradigms: An Investigation into BCI IlliteracyGigaScience, 2019
2018
- NeuroReportMental Fatigue in Central and Peripheral Field SSVEP and Its Effects on ERP ResponsesNeuroReport, 2018