| Neuro2Semantic: A Transfer Learning Framework for Semantic Reconstruction of Continuous Language from Human Intracranial EEG | May 31, 2025 | EEGText Generation | CodeCode Available | 1 |
| EEG-to-Text Translation: A Model for Deciphering Human Brain Activity | May 20, 2025 | DecoderEEG | CodeCode Available | 1 |
| Evaluation in EEG Emotion Recognition: State-of-the-Art Review and Unified Framework | May 14, 2025 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| PhysioSync: Temporal and Cross-Modal Contrastive Learning Inspired by Physiological Synchronization for EEG-Based Emotion Recognition | Apr 24, 2025 | Contrastive LearningEEG | CodeCode Available | 1 |
| CMCRD: Cross-Modal Contrastive Representation Distillation for Emotion Recognition | Apr 12, 2025 | EEGEmotion Recognition | CodeCode Available | 1 |
| mixEEG: Enhancing EEG Federated Learning for Cross-subject EEG Classification with Tailored mixup | Apr 7, 2025 | Domain AdaptationEEG | CodeCode Available | 1 |
| Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer | Apr 2, 2025 | 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 |
| PiEEG kit - bioscience Lab in home for your Brain and Body | Mar 19, 2025 | EEG | CodeCode Available | 1 |
| EEG-CLIP : Learning EEG representations from natural language descriptions | Mar 18, 2025 | Contrastive LearningEEG | CodeCode Available | 1 |
| MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification | Mar 7, 2025 | Action RecognitionEEG | CodeCode Available | 1 |
| Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification | Mar 7, 2025 | Brain Computer InterfaceDomain Adaptation | 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 |
| PiEEG kit -- bioscience Lab in home for your Brain and Body | Mar 5, 2025 | EEG | CodeCode Available | 1 |
| A novel Fourier Adjacency Transformer for advanced EEG emotion recognition | Feb 28, 2025 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework | Feb 18, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| MVCNet: Multi-View Contrastive Network for Motor Imagery Classification | Feb 18, 2025 | Brain Computer InterfaceContrastive Learning | CodeCode Available | 1 |
| MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification | Feb 13, 2025 | Contrastive LearningEEG | CodeCode Available | 1 |
| From Brainwaves to Brain Scans: A Robust Neural Network for EEG-to-fMRI Synthesis | Feb 11, 2025 | EEGSSIM | CodeCode Available | 1 |
| Retrieving Filter Spectra in CNN for Explainable Sleep Stage Classification | Feb 10, 2025 | EEG | CodeCode Available | 1 |
| The Case for Cleaner Biosignals: High-fidelity Neural Compressor Enables Transfer from Cleaner iEEG to Noisier EEG | Feb 10, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers | Feb 6, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| 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 |
| IncepFormerNet: A multi-scale multi-head attention network for SSVEP classification | Feb 4, 2025 | EEGSSVEP | CodeCode Available | 1 |
| Milmer: a Framework for Multiple Instance Learning based Multimodal Emotion Recognition | Feb 1, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Wearanize+: A Multimodal Dataset for Evaluating Wearable Technologies in Sleep Research | Jan 30, 2025 | ClassificationEEG | CodeCode Available | 1 |
| Synthetic Data Generation by Supervised Neural Gas Network for Physiological Emotion Recognition Data | Jan 19, 2025 | EEGEmotion Recognition | CodeCode Available | 1 |
| Estimating Musical Surprisal in Audio | Jan 13, 2025 | EEG | CodeCode Available | 1 |
| EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs | Dec 27, 2024 | EEGFew-Shot Learning | CodeCode Available | 1 |
| Neural-MCRL: Neural Multimodal Contrastive Representation Learning for EEG-based Visual Decoding | Dec 23, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection | Dec 19, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 |
| CognitionCapturer: Decoding Visual Stimuli From Human EEG Signal With Multimodal Information | Dec 13, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Toward Foundation Model for Multivariate Wearable Sensing of Physiological Signals | Dec 12, 2024 | EEGTime Series | CodeCode Available | 1 |
| T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIs | Dec 10, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| The more, the better? Evaluating the role of EEG preprocessing for deep learning applications | Nov 27, 2024 | Deep LearningEEG | CodeCode Available | 1 |
| NeuGPT: Unified multi-modal Neural GPT | Oct 28, 2024 | EEGText Generation | 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 |
| How EEG preprocessing shapes decoding performance | Oct 18, 2024 | Binary ClassificationEEG | CodeCode Available | 1 |
| DARNet: Dual Attention Refinement Network with Spatiotemporal Construction for Auditory Attention Detection | Oct 15, 2024 | EEG | CodeCode Available | 1 |
| NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature Mapping | Oct 7, 2024 | Brain DecodingEEG | CodeCode Available | 1 |
| SWIM: Short-Window CNN Integrated with Mamba for EEG-Based Auditory Spatial Attention Decoding | Sep 30, 2024 | Data AugmentationEEG | CodeCode Available | 1 |
| Parkinson's Disease Classification via EEG: All You Need is a Single Convolutional Layer | Aug 19, 2024 | AllEEG | CodeCode Available | 1 |
| ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment | Aug 17, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 |
| SPEED: Scalable Preprocessing of EEG Data for Self-Supervised Learning | Aug 15, 2024 | EEGSelf-Supervised Learning | 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 |
| 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 |
| Toward Fully-End-to-End Listened Speech Decoding from EEG Signals | Jun 12, 2024 | EEG | CodeCode Available | 1 |
| Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning | Jun 5, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| MAD: Multi-Alignment MEG-to-Text Decoding | Jun 3, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Subject-Adaptive Transfer Learning Using Resting State EEG Signals for Cross-Subject EEG Motor Imagery Classification | May 17, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 |