| Automatic detection of microsleep episodes with deep learning | Sep 7, 2020 | Deep LearningEEG | CodeCode Available | 1 |
| Using Deep Networks for Scientific Discovery in Physiological Signals | Aug 25, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Spatio-Temporal EEG Representation Learning on Riemannian Manifold and Euclidean Space | Aug 19, 2020 | Binary ClassificationDecision Making | CodeCode Available | 1 |
| Uncovering the structure of clinical EEG signals with self-supervised learning | Jul 31, 2020 | EEGEEG based sleep staging | CodeCode Available | 1 |
| Tensor Convolutional Sparse Coding with Low-Rank activations, an application to EEG analysis | Jul 6, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Transfer Learning for Motor Imagery Based Brain-Computer Interfaces: A Complete Pipeline | Jul 3, 2020 | ClassificationEEG | CodeCode Available | 1 |
| Subject-Aware Contrastive Learning for Biosignals | Jun 30, 2020 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| mEBAL: A Multimodal Database for Eye Blink Detection and Attention Level Estimation | Jun 9, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Heart Rate Estimation from Face Videos for Student Assessment: Experiments on edBB | Jun 1, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces | May 31, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| RED: Deep Recurrent Neural Networks for Sleep EEG Event Detection | May 15, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| K-EmoCon, a multimodal sensor dataset for continuous emotion recognition in naturalistic conversations | May 8, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Augmenting interictal mapping with neurovascular coupling biomarkers by structured factorization of epileptic EEG and fMRI data | Apr 29, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Federated Transfer Learning for EEG Signal Classification | Apr 26, 2020 | ClassificationDomain Adaptation | CodeCode Available | 1 |
| TSception: A Deep Learning Framework for Emotion Detection Using EEG | Apr 2, 2020 | Deep LearningEEG | CodeCode Available | 1 |
| Ultra Efficient Transfer Learning with Meta Update for Cross Subject EEG Classification | Mar 13, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Machine-Learning-Based Diagnostics of EEG Pathology | Feb 11, 2020 | BIG-bench Machine LearningEEG | CodeCode Available | 1 |
| Tiny noise, big mistakes: Adversarial perturbations induce errors in Brain-Computer Interface spellers | Jan 30, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| REST: Robust and Efficient Neural Networks for Sleep Monitoring in the Wild | Jan 29, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| edBB: Biometrics and Behavior for Assessing Remote Education | Dec 10, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging | Oct 24, 2019 | Deep LearningEEG | CodeCode Available | 1 |
| A few filters are enough: Convolutional Neural Network for P300 Detection | Sep 16, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Multi-task Generative Adversarial Learning on Geometrical Shape Reconstruction from EEG Brain Signals | Jul 31, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| EEG-based Emotional Video Classification via Learning Connectivity Structure | May 28, 2019 | ClassificationEEG | CodeCode Available | 1 |
| Transfer Learning for Brain-Computer Interfaces: A Euclidean Space Data Alignment Approach | Aug 8, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals | Jun 5, 2018 | Data AugmentationEEG | CodeCode Available | 1 |
| A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series | Jul 5, 2017 | ClassificationEEG | CodeCode Available | 1 |
| Deep learning with convolutional neural networks for EEG decoding and visualization | Mar 15, 2017 | EEGEeg Decoding | CodeCode Available | 1 |
| DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG | Mar 12, 2017 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| An IoT Endpoint System-on-Chip for Secure and Energy-Efficient Near-Sensor Analytics | Dec 18, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces | Nov 23, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| SGDR: Stochastic Gradient Descent with Warm Restarts | Aug 13, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Online SSVEP-based BCI using Riemannian geometry | May 26, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Aligning Humans and Robots via Reinforcement Learning from Implicit Human Feedback | Jul 17, 2025 | EEGMuJoCo | —Unverified | 0 |
| Uncertainty-Aware Cross-Modal Knowledge Distillation with Prototype Learning for Multimodal Brain-Computer Interfaces | Jul 17, 2025 | EEGKnowledge Distillation | —Unverified | 0 |
| AFPM: Alignment-based Frame Patch Modeling for Cross-Dataset EEG Decoding | Jul 16, 2025 | EEGEeg Decoding | —Unverified | 0 |
| CATVis: Context-Aware Thought Visualization | Jul 15, 2025 | cross-modal alignmentEEG | —Unverified | 0 |
| An Automated Classifier of Harmful Brain Activities for Clinical Usage Based on a Vision-Inspired Pre-trained Framework | Jul 10, 2025 | Binary ClassificationEEG | —Unverified | 0 |
| The time course of visuo-semantic representations in the human brain is captured by combining vision and language models | Jun 24, 2025 | EEG | —Unverified | 0 |
| EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding | Jun 23, 2025 | EEGEeg Decoding | —Unverified | 0 |
| Cross-Modal Epileptic Signal Harmonization: Frequency Domain Mapping Quantization for Pre-training a Unified Neurophysiological Transformer | Jun 20, 2025 | EEGQuantization | CodeCode Available | 0 |
| Efficient and faithful reconstruction of dynamical attractors using homogeneous differentiators | Jun 20, 2025 | EEG | CodeCode Available | 0 |
| Exploring EEG Indicators to Evaluate Listening Difficulties in Noisy Environments | Jun 17, 2025 | DiagnosticEEG | —Unverified | 0 |
| Leveraging Transfer Learning and User-Specific Updates for Rapid Training of BCI Decoders | Jun 17, 2025 | DecoderEEG | —Unverified | 0 |
| A Silent Speech Decoding System from EEG and EMG with Heterogenous Electrode Configurations | Jun 16, 2025 | EEGspeech-recognition | —Unverified | 0 |
| CLEAN-MI: A Scalable and Efficient Pipeline for Constructing High-Quality Neurodata in Motor Imagery Paradigm | Jun 13, 2025 | EEGMotor Imagery | —Unverified | 0 |
| Differences in Neurovascular Coupling in Patients with Major Depressive Disorder: Evidence from Simultaneous Resting-State EEG-fNIRS | Jun 13, 2025 | EEG | —Unverified | 0 |
| Brain2Vec: A Deep Learning Framework for EEG-Based Stress Detection Using CNN-LSTM-Attention | Jun 12, 2025 | DiagnosticEEG | —Unverified | 0 |
| PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation | Jun 12, 2025 | EEG | —Unverified | 0 |