| Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI | May 29, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 4 |
| The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark | Apr 3, 2024 | EEGMotor Imagery | CodeCode Available | 4 |
| CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding | Dec 10, 2024 | EEGEeg Decoding | CodeCode Available | 3 |
| CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery Classification | Aug 30, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 3 |
| Are EEG-to-Text Models Working? | May 10, 2024 | BenchmarkingEEG | CodeCode Available | 3 |
| NeuSpeech: Decode Neural signal as Speech | Mar 4, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 3 |
| EEGPT: Pretrained Transformer for Universal and Reliable Representation of EEG Signals | Jan 1, 2024 | EEGRepresentation Learning | CodeCode Available | 3 |
| Amplifying Pathological Detection in EEG Signaling Pathways through Cross-Dataset Transfer Learning | Sep 19, 2023 | EEGNMT | CodeCode Available | 3 |
| DBConformer: Dual-Branch Convolutional Transformer for EEG Decoding | Jun 26, 2025 | EEGEeg Decoding | CodeCode Available | 2 |
| Multi-scale convolutional transformer network for motor imagery brain-computer interface | Apr 15, 2025 | 4-task ClassificationBrain Computer Interface | CodeCode Available | 2 |
| LEAD: Large Foundation Model for EEG-Based Alzheimer's Disease Detection | Feb 2, 2025 | Alzheimer's Disease DetectionEEG | CodeCode Available | 2 |
| BSD: a Bayesian framework for parametric models of neural spectra | Oct 28, 2024 | Bayesian InferenceEEG | CodeCode Available | 2 |
| LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition | Oct 13, 2024 | EEGEmotion Recognition | CodeCode Available | 2 |
| Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs) | Oct 10, 2024 | EEGText Generation | CodeCode Available | 2 |
| A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications | Sep 26, 2024 | EEGSelf-Supervised Learning | CodeCode Available | 2 |
| EEGUnity: Open-Source Tool in Facilitating Unified EEG Datasets Towards Large-Scale EEG Model | Sep 24, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 2 |
| Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models | Sep 17, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| PHemoNet: A Multimodal Network for Physiological Signals | Sep 13, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| PiEEG-16 to Measure 16 EEG Channels with Raspberry Pi for Brain-Computer Interfaces and EEG devices | Sep 13, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| https://arxiv.org/pdf/2409.07491 | Sep 13, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| PiEEG-16 to Measure 16 EEG Channels with Raspberry Pi for Brain-Computer Interfaces and EEG devices | Sep 8, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| Toward Robust Early Detection of Alzheimer's Disease via an Integrated Multimodal Learning Approach | Aug 29, 2024 | DiagnosticEEG | CodeCode Available | 2 |
| NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals | Aug 27, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 2 |
| MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning | Jul 8, 2024 | Arousal EstimationEEG | CodeCode Available | 2 |
| EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition | Jun 26, 2024 | EEGEEG Emotion Recognition | CodeCode Available | 2 |
| Feature Fusion Based on Mutual-Cross-Attention Mechanism for EEG Emotion Recognition | Jun 20, 2024 | DiagnosticEEG | CodeCode Available | 2 |
| Residual and bidirectional LSTM for epileptic seizure detection | Jun 17, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 2 |
| Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification | May 24, 2024 | EEGElectrocardiography (ECG) | CodeCode Available | 2 |
| GREEN: a lightweight architecture using learnable wavelets and Riemannian geometry for biomarker exploration | May 14, 2024 | EEG | CodeCode Available | 2 |
| Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data | May 8, 2024 | EEGGraph Classification | CodeCode Available | 2 |
| EEG-Deformer: A Dense Convolutional Transformer for Brain-computer Interfaces | Apr 25, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 2 |
| NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG | Apr 10, 2024 | Contrastive LearningEEG | CodeCode Available | 2 |
| EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs | Feb 17, 2024 | EEGEEG Signal Classification | CodeCode Available | 2 |
| Neuro-GPT: Towards A Foundation Model for EEG | Nov 7, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| DreamDiffusion: Generating High-Quality Images from Brain EEG Signals | Jun 29, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 2 |
| Source-free Subject Adaptation for EEG-based Visual Recognition | Jan 20, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 2 |
| Decoding speech perception from non-invasive brain recordings | Aug 25, 2022 | Contrastive LearningEEG | CodeCode Available | 2 |
| Physics-inform attention temporal convolutional network for EEG-based motor imagery classification | Aug 1, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency | Jun 17, 2022 | Activity RecognitionDomain Adaptation | CodeCode Available | 2 |
| Raspberry PI Shield - for measure EEG (PIEEG) | Feb 16, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| Inter-subject Contrastive Learning for Subject Adaptive EEG-based Visual Recognition | Feb 7, 2022 | Contrastive LearningEEG | CodeCode Available | 2 |
| Brain-Computer-Interface controlled robot via RaspberryPi and PiEEG | Feb 4, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| Attention-based Graph ResNet for Motor Intent Detection from Raw EEG signals | Jun 25, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 2 |
| GCNs-Net: A Graph Convolutional Neural Network Approach for Decoding Time-resolved EEG Motor Imagery Signals | Jun 16, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 2 |
| NeuroXAI: Adaptive, robust, explainable surrogate framework for determination of channel importance in EEG application | Sep 12, 2025 | channel selectionEEG | CodeCode Available | 1 |
| eegFloss: A Python package for refining sleep EEG recordings using machine learning models | Jul 8, 2025 | EEGSleep Staging | CodeCode Available | 1 |
| AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG Classification | Jun 26, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| On using AI for EEG-based BCI applications: problems, current challenges and future trends | Jun 19, 2025 | EEG | CodeCode Available | 1 |
| TCANet: A Temporal Convolutional Attention Network for Motor Imagery EEG Decoding | Jun 15, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| SLEEPYLAND: trust begins with fair evaluation of automatic sleep staging models | Jun 10, 2025 | EEGSleep Staging | CodeCode Available | 1 |