| 2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets | Feb 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs | Dec 27, 2024 | EEGFew-Shot Learning | CodeCode Available | 1 |
| ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training | Jul 9, 2021 | Automatic Sleep Stage ClassificationDomain Adaptation | CodeCode Available | 1 |
| Embedding Decomposition for Artifacts Removal in EEG Signals | Dec 2, 2021 | DecoderDenoising | CodeCode Available | 1 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 |
| Enhancing Low-Density EEG-Based Brain-Computer Interfaces with Similarity-Keeping Knowledge Distillation | Dec 6, 2022 | EEGEeg Decoding | CodeCode Available | 1 |
| Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in Autism | Nov 25, 2021 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation | Jan 10, 2022 | EEGEeg Decoding | CodeCode Available | 1 |
| Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers | Feb 6, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer Interface | Mar 17, 2021 | Binary ClassificationBrain Computer Interface | CodeCode Available | 1 |
| Deep comparisons of Neural Networks from the EEGNet family | Feb 17, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Frequency-Based Alignment of EEG and Audio Signals Using Contrastive Learning and SincNet for Auditory Attention Detection | Mar 6, 2025 | Contrastive LearningEEG | CodeCode Available | 1 |
| Dreamento: an open-source dream engineering toolbox for sleep EEG wearables | Jul 8, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Generate your neural signals from mine: individual-to-individual EEG converters | Apr 21, 2023 | EEG | 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 |
| 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 |
| EEG-DIF: Early Warning of Epileptic Seizures through Generative Diffusion Model-based Multi-channel EEG Signals Forecasting | Oct 22, 2024 | DiagnosticEEG | CodeCode Available | 1 |
| DARNet: Dual Attention Refinement Network with Spatiotemporal Construction for Auditory Attention Detection | Oct 15, 2024 | EEG | 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 |
| Data augmentation for learning predictive models on EEG: a systematic comparison | Jun 29, 2022 | Data AugmentationEEG | CodeCode Available | 1 |
| Hypergraph Multi-modal Large Language Model: Exploiting EEG and Eye-tracking Modalities to Evaluate Heterogeneous Responses for Video Understanding | Jul 11, 2024 | EEGLanguage Modeling | CodeCode Available | 1 |
| IC-U-Net: A U-Net-based Denoising Autoencoder Using Mixtures of Independent Components for Automatic EEG Artifact Removal | Nov 19, 2021 | DenoisingEEG | CodeCode Available | 1 |
| A Lie Group Approach to Riemannian Batch Normalization | Mar 17, 2024 | Action RecognitionEEG | 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 |
| A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications | Jun 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| IncepFormerNet: A multi-scale multi-head attention network for SSVEP classification | Feb 4, 2025 | EEGSSVEP | CodeCode Available | 1 |
| Cross Task Neural Architecture Search for EEG Signal Classifications | Oct 1, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Correct block-design experiments mitigate temporal correlation bias in EEG classification | Nov 25, 2020 | ClassificationEEG | CodeCode Available | 1 |
| CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion | Nov 13, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| 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 |
| Closed loop BCI System for Cybathlon 2020 | Dec 8, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| CognitionCapturer: Decoding Visual Stimuli From Human EEG Signal With Multimodal Information | Dec 13, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Calibration-free online test-time adaptation for electroencephalography motor imagery decoding | Nov 30, 2023 | EEGMotor Imagery | CodeCode Available | 1 |
| Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis | Aug 5, 2024 | ClassificationEEG | CodeCode Available | 1 |
| BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction | Dec 22, 2023 | cross-modal alignmentEEG | CodeCode Available | 1 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | CodeCode Available | 1 |
| Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series | Oct 21, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System | Mar 4, 2022 | 4kBrain Computer Interface | CodeCode Available | 1 |
| 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 |
| Automatic detection of microsleep episodes with deep learning | Sep 7, 2020 | Deep LearningEEG | CodeCode Available | 1 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | 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 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 |
| Brain Topography Adaptive Network for Satisfaction Modeling in Interactive Information Access System | Aug 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment | Aug 17, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 |
| CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection | Dec 19, 2024 | Anomaly DetectionEEG | 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 |
| Classification of Hand-Grasp Movements of Stroke Patients using EEG Data | Jun 4, 2021 | ClassificationEEG | CodeCode Available | 1 |
| CMCRD: Cross-Modal Contrastive Representation Distillation for Emotion Recognition | Apr 12, 2025 | EEGEmotion Recognition | CodeCode Available | 1 |
| A DenseNet-based method for decoding auditory spatial attention with EEG | Sep 14, 2023 | EEG | CodeCode Available | 1 |