| BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data | Jan 28, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts | Sep 22, 2022 | DiagnosticEEG | CodeCode Available | 1 | 5 |
| Estimating Musical Surprisal in Audio | Jan 13, 2025 | EEG | CodeCode Available | 1 | 5 |
| BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System | Mar 4, 2022 | 4kBrain Computer Interface | CodeCode Available | 1 | 5 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 | 5 |
| BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction | Dec 22, 2023 | cross-modal alignmentEEG | CodeCode Available | 1 | 5 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEG-based Emotional Video Classification via Learning Connectivity Structure | May 28, 2019 | ClassificationEEG | CodeCode Available | 1 | 5 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 | 5 |
| Calibration-free online test-time adaptation for electroencephalography motor imagery decoding | Nov 30, 2023 | EEGMotor Imagery | CodeCode Available | 1 | 5 |
| ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training | Jul 9, 2021 | Automatic Sleep Stage ClassificationDomain Adaptation | CodeCode Available | 1 | 5 |
| Fine-Tuning Strategies for Continual Online EEG Motor Imagery Decoding: Insights from a Large-Scale Longitudinal Study | Feb 5, 2025 | DecoderDomain Adaptation | CodeCode Available | 1 | 5 |
| 2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets | Feb 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | CodeCode Available | 1 | 5 |
| EEG motor imagery decoding: A framework for comparative analysis with channel attention mechanisms | Oct 17, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs | Dec 27, 2024 | EEGFew-Shot Learning | CodeCode Available | 1 | 5 |
| ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment | Aug 17, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 | 5 |
| Graph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective from the Time-Frequency Analysis | Oct 25, 2022 | ClassificationEEG | CodeCode Available | 1 | 5 |
| A Strong and Simple Deep Learning Baseline for BCI MI Decoding | Sep 11, 2023 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| Classification of Hand-Grasp Movements of Stroke Patients using EEG Data | Jun 4, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| CNN-based Approaches For Cross-Subject Classification in Motor Imagery: From The State-of-The-Art to DynamicNet | May 17, 2021 | Brain Computer InterfaceDeep Learning | CodeCode Available | 1 | 5 |
| An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG | Apr 28, 2021 | Automatic Sleep Stage ClassificationEEG | CodeCode Available | 1 | 5 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| CMCRD: Cross-Modal Contrastive Representation Distillation for Emotion Recognition | Apr 12, 2025 | EEGEmotion Recognition | CodeCode Available | 1 | 5 |
| A DenseNet-based method for decoding auditory spatial attention with EEG | Sep 14, 2023 | EEG | CodeCode Available | 1 | 5 |
| ARNN: Attentive Recurrent Neural Network for Multi-channel EEG Signals to Identify Epileptic Seizures | Mar 5, 2024 | Computational EfficiencyEEG | CodeCode Available | 1 | 5 |
| Perceptogram: Reconstructing Visual Percepts from EEG | Apr 1, 2024 | DecoderEEG | CodeCode Available | 1 | 5 |
| Implicit Gaussian process representation of vector fields over arbitrary latent manifolds | Sep 28, 2023 | EEGGaussian Processes | CodeCode Available | 1 | 5 |
| A few filters are enough: Convolutional Neural Network for P300 Detection | Sep 16, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Interpretable and Robust AI in EEG Systems: A Survey | Apr 21, 2023 | EEGSurvey | CodeCode Available | 1 | 5 |
| Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activity | Jul 18, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEGMatch: Learning with Incomplete Labels for Semi-Supervised EEG-based Cross-Subject Emotion Recognition | Mar 27, 2023 | Data AugmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| EEG Synthetic Data Generation Using Probabilistic Diffusion Models | Mar 6, 2023 | Brain Computer InterfaceData Augmentation | CodeCode Available | 1 | 5 |
| Learning Generative Factors of EEG Data with Variational auto-encoders | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Correct block-design experiments mitigate temporal correlation bias in EEG classification | Nov 25, 2020 | ClassificationEEG | CodeCode Available | 1 | 5 |
| An electronic neuromorphic system for real-time detection of High Frequency Oscillations (HFOs) in intracranial EEG | Sep 23, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals | Jun 5, 2018 | Data AugmentationEEG | CodeCode Available | 1 | 5 |
| CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion | Nov 13, 2023 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
| Can Brain Signals Reveal Inner Alignment with Human Languages? | Aug 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| LMDA-Net:A lightweight multi-dimensional attention network for general EEG-based brain-computer interface paradigms and interpretability | Mar 29, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| Spatiotemporal patterns of adaptation-induced slow oscillations in a whole-brain model of slow-wave sleep | Nov 30, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Data augmentation for learning predictive models on EEG: a systematic comparison | Jun 29, 2022 | Data AugmentationEEG | CodeCode Available | 1 | 5 |
| EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network | Nov 17, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| A novel Fourier Adjacency Transformer for advanced EEG emotion recognition | Feb 28, 2025 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer | Apr 2, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| A Deep Neural Network for SSVEP-based Brain-Computer Interfaces | Nov 17, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| eegFloss: A Python package for refining sleep EEG recordings using machine learning models | Jul 8, 2025 | EEGSleep Staging | CodeCode Available | 1 | 5 |
| EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery Classification | Jan 24, 2021 | Brain Computer InterfaceClassification | CodeCode Available | 1 | 5 |
| An IoT Endpoint System-on-Chip for Secure and Energy-Efficient Near-Sensor Analytics | Dec 18, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEGdenoiseNet: A benchmark dataset for end-to-end deep learning solutions of EEG denoising | Sep 24, 2020 | Deep LearningDenoising | CodeCode Available | 1 | 5 |
