| AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG Classification | Jun 26, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG Signals | Feb 21, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging | Jan 9, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Machine-Learning-Based Diagnostics of EEG Pathology | Feb 11, 2020 | BIG-bench Machine LearningEEG | CodeCode Available | 1 |
| MASA-TCN: Multi-anchor Space-aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition | Aug 30, 2023 | ClassificationEEG | CodeCode Available | 1 |
| MAtt: A Manifold Attention Network for EEG Decoding | Oct 5, 2022 | EEGEeg Decoding | CodeCode Available | 1 |
| Milmer: a Framework for Multiple Instance Learning based Multimodal Emotion Recognition | Feb 1, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification | Feb 7, 2021 | ClassificationEEG | CodeCode Available | 1 |
| mixEEG: Enhancing EEG Federated Learning for Cross-subject EEG Classification with Tailored mixup | Apr 7, 2025 | Domain AdaptationEEG | CodeCode Available | 1 |
| Motiflets -- Simple and Accurate Detection of Motifs in Time Series | Jun 8, 2022 | 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 |
| MS-MDA: Multisource Marginal Distribution Adaptation for Cross-subject and Cross-session EEG Emotion Recognition | Jul 16, 2021 | Domain AdaptationEEG | CodeCode Available | 1 |
| Spatiotemporal patterns of adaptation-induced slow oscillations in a whole-brain model of slow-wave sleep | Nov 30, 2020 | 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 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 |
| Neural-MCRL: Neural Multimodal Contrastive Representation Learning for EEG-based Visual Decoding | Dec 23, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A Deep Neural Network for SSVEP-based Brain-Computer Interfaces | Nov 17, 2020 | Brain Computer InterfaceEEG | 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 |
| NeuroXAI: Adaptive, robust, explainable surrogate framework for determination of channel importance in EEG application | Sep 12, 2025 | channel selectionEEG | CodeCode Available | 1 |
| Online SSVEP-based BCI using Riemannian geometry | May 26, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A novel Fourier Adjacency Transformer for advanced EEG emotion recognition | Feb 28, 2025 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| On using AI for EEG-based BCI applications: problems, current challenges and future trends | Jun 19, 2025 | EEG | CodeCode Available | 1 |
| Automatic detection of microsleep episodes with deep learning | Sep 7, 2020 | Deep LearningEEG | CodeCode Available | 1 |
| A Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion Recognition | May 12, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| A Strong and Simple Deep Learning Baseline for BCI MI Decoding | Sep 11, 2023 | Deep LearningEEG | CodeCode Available | 1 |
| PiEEG kit - bioscience Lab in home for your Brain and Body | Mar 19, 2025 | EEG | CodeCode Available | 1 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | 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 |
| Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts | Feb 25, 2021 | ClassificationEEG | CodeCode Available | 1 |
| Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic Setting | Jan 21, 2022 | DiagnosticEEG | 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 |
| Retrieving Filter Spectra in CNN for Explainable Sleep Stage Classification | Feb 10, 2025 | EEG | CodeCode Available | 1 |
| A Compact and Interpretable Convolutional Neural Network for Cross-Subject Driver Drowsiness Detection from Single-Channel EEG | May 30, 2021 | EEGEEG Signal Classification | CodeCode Available | 1 |
| Riemannian Multinomial Logistics Regression for SPD Neural Networks | May 18, 2023 | Action RecognitionEEG | CodeCode Available | 1 |
| Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts | Sep 22, 2022 | DiagnosticEEG | CodeCode Available | 1 |
| Seeing your sleep stage: cross-modal distillation from EEG to infrared video | Aug 11, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| SeizureTransformer: Scaling U-Net with Transformer for Simultaneous Time-Step Level Seizure Detection from Long EEG Recordings | Apr 1, 2025 | DecoderEEG | CodeCode Available | 1 |
| SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography | Dec 20, 2023 | EEGSelf-Supervised Learning | CodeCode Available | 1 |
| A 1D CNN for high accuracy classification and transfer learning in motor imagery EEG-based brain-computer interface | Jan 6, 2022 | Brain Computer InterfaceData Augmentation | CodeCode Available | 1 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation | Oct 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Self-supervised speech representation and contextual text embedding for match-mismatch classification with EEG recording | Jan 10, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| A Transformer-based deep neural network model for SSVEP classification | Oct 9, 2022 | Brain Computer InterfaceClassification | CodeCode Available | 1 |
| SLEEPYLAND: trust begins with fair evaluation of automatic sleep staging models | Jun 10, 2025 | EEGSleep Staging | CodeCode Available | 1 |
| Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification | Mar 7, 2025 | Brain Computer InterfaceDomain Adaptation | CodeCode Available | 1 |
| Spatial Variation Generation Algorithm for Motor Imagery Data Augmentation: Increasing the Density of Sample Vicinity | Sep 12, 2023 | Data AugmentationEEG | CodeCode Available | 1 |
| A Lie Group Approach to Riemannian Batch Normalization | Mar 17, 2024 | Action RecognitionEEG | CodeCode Available | 1 |
| Structure-Preserving Transformers for Sequences of SPD Matrices | Sep 14, 2023 | EEGEEG based sleep staging | CodeCode Available | 1 |
| A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging | Dec 14, 2021 | ECG based Sleep StagingEEG | CodeCode Available | 1 |
| BASEN: Time-Domain Brain-Assisted Speech Enhancement Network with Convolutional Cross Attention in Multi-talker Conditions | May 17, 2023 | EEGSpeech Enhancement | CodeCode Available | 1 |