| Deep comparisons of Neural Networks from the EEGNet family | Feb 17, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Device JNEEG to convert Jetson Nano to brain-Computer interfaces. Short report | Jan 23, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | CodeCode Available | 1 |
| L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging | Jan 9, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Unsupervised Multivariate Time-Series Transformers for Seizure Identification on EEG | Jan 3, 2023 | Anomaly DetectionEEG | CodeCode Available | 1 |
| Towards Voice Reconstruction from EEG during Imagined Speech | Jan 2, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Closed loop BCI System for Cybathlon 2020 | Dec 8, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Enhancing Low-Density EEG-Based Brain-Computer Interfaces with Similarity-Keeping Knowledge Distillation | Dec 6, 2022 | EEGEeg Decoding | CodeCode Available | 1 |
| Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training | Nov 21, 2022 | AnatomyDomain Generalization | CodeCode Available | 1 |
| EEG aided boosting of single-lead ECG based sleep staging with Deep Knowledge Distillation | Nov 18, 2022 | ECG based Sleep StagingEEG | CodeCode Available | 1 |
| A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data | Oct 27, 2022 | Domain AdaptationEEG | CodeCode Available | 1 |
| Graph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective from the Time-Frequency Analysis | Oct 25, 2022 | ClassificationEEG | CodeCode Available | 1 |
| fMRI from EEG is only Deep Learning away: the use of interpretable DL to unravel EEG-fMRI relationships | Oct 23, 2022 | Decision MakingEEG | CodeCode Available | 1 |
| Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation | Oct 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A Transformer-based deep neural network model for SSVEP classification | Oct 9, 2022 | Brain Computer InterfaceClassification | CodeCode Available | 1 |
| MAtt: A Manifold Attention Network for EEG Decoding | Oct 5, 2022 | EEGEeg Decoding | CodeCode Available | 1 |
| Cross Task Neural Architecture Search for EEG Signal Classifications | Oct 1, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts | Sep 22, 2022 | DiagnosticEEG | CodeCode Available | 1 |
| SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning | Sep 20, 2022 | Contrastive LearningEEG | CodeCode Available | 1 |
| Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training | Sep 3, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Brain Topography Adaptive Network for Satisfaction Modeling in Interactive Information Access System | Aug 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis | Aug 15, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Seeing your sleep stage: cross-modal distillation from EEG to infrared video | Aug 11, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Can Brain Signals Reveal Inner Alignment with Human Languages? | Aug 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG2Mel: Reconstructing Sound from Brain Responses to Music | Jul 28, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX | Jul 15, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Self-supervised Group Meiosis Contrastive Learning for EEG-Based Emotion Recognition | Jul 12, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Dreamento: an open-source dream engineering toolbox for sleep EEG wearables | Jul 8, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Task-oriented Self-supervised Learning for Anomaly Detection in Electroencephalography | Jul 4, 2022 | Anomaly DetectionEEG | CodeCode Available | 1 |
| Data augmentation for learning predictive models on EEG: a systematic comparison | Jun 29, 2022 | Data AugmentationEEG | CodeCode Available | 1 |
| Seizure Detection and Prediction by Parallel Memristive Convolutional Neural Networks | Jun 20, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications | Jun 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Motiflets -- Simple and Accurate Detection of Motifs in Time Series | Jun 8, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Learning Generative Factors of EEG Data with Variational auto-encoders | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEG | Jun 2, 2022 | Brain Computer InterfaceDomain Adaptation | CodeCode Available | 1 |
| Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological Pretraining | Apr 20, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG-ITNet: An Explainable Inception Temporal Convolutional Network for Motor Imagery Classification | Apr 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition | Apr 12, 2022 | Contrastive LearningEEG | CodeCode Available | 1 |
| mulEEG: A Multi-View Representation Learning on EEG Signals | Apr 7, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Interpretable EEG seizure prediction using a multiobjective evolutionary algorithm | Mar 15, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System | Mar 4, 2022 | 4kBrain Computer Interface | CodeCode Available | 1 |
| Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG Signals | Feb 21, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Priming Cross-Session Motor Imagery Classification with A Universal Deep Domain Adaptation Framework | Feb 19, 2022 | Brain Computer InterfaceDomain Adaptation | CodeCode Available | 1 |
| 2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets | Feb 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Towards Best Practice of Interpreting Deep Learning Models for EEG-based Brain Computer Interfaces | Feb 12, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| PARSE: Pairwise Alignment of Representations in Semi-Supervised EEG Learning for Emotion Recognition | Feb 11, 2022 | Data AugmentationEEG | CodeCode Available | 1 |
| Advanced sleep spindle identification with neural networks | Feb 6, 2022 | DiagnosticEEG | CodeCode Available | 1 |
| Tensor-CSPNet: A Novel Geometric Deep Learning Framework for Motor Imagery Classification | Feb 5, 2022 | ClassificationEEG | CodeCode Available | 1 |
| Domain-Invariant Representation Learning from EEG with Private Encoders | Jan 27, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |