| A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications | Jun 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| eegFloss: A Python package for refining sleep EEG recordings using machine learning models | Jul 8, 2025 | EEGSleep Staging | CodeCode Available | 1 |
| EEGdenoiseNet: A benchmark dataset for end-to-end deep learning solutions of EEG denoising | Sep 24, 2020 | Deep LearningDenoising | CodeCode Available | 1 |
| A Deep Neural Network for SSVEP-based Brain-Computer Interfaces | Nov 17, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series | Oct 21, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | 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 |
| BASEN: Time-Domain Brain-Assisted Speech Enhancement Network with Convolutional Cross Attention in Multi-talker Conditions | May 17, 2023 | EEGSpeech Enhancement | CodeCode Available | 1 |
| BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System | Mar 4, 2022 | 4kBrain Computer Interface | CodeCode Available | 1 |
| EEG-based Emotional Video Classification via Learning Connectivity Structure | May 28, 2019 | ClassificationEEG | CodeCode Available | 1 |
| Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG Signals | Feb 21, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | 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 noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | CodeCode Available | 1 |
| CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection | Dec 19, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 |
| Calibration-free online test-time adaptation for electroencephalography motor imagery decoding | Nov 30, 2023 | EEGMotor Imagery | CodeCode Available | 1 |
| ARNN: Attentive Recurrent Neural Network for Multi-channel EEG Signals to Identify Epileptic Seizures | Mar 5, 2024 | Computational EfficiencyEEG | 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 |
| Closed loop BCI System for Cybathlon 2020 | Dec 8, 2022 | Brain Computer InterfaceEEG | 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 |
| Cross Task Neural Architecture Search for EEG Signal Classifications | Oct 1, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Automatic detection of microsleep episodes with deep learning | Sep 7, 2020 | Deep LearningEEG | CodeCode Available | 1 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Brain Topography Adaptive Network for Satisfaction Modeling in Interactive Information Access System | Aug 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Correct block-design experiments mitigate temporal correlation bias in EEG classification | Nov 25, 2020 | ClassificationEEG | CodeCode Available | 1 |
| Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer | Apr 2, 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 |
| EEG-based Cross-Subject Driver Drowsiness Recognition with an Interpretable Convolutional Neural Network | May 30, 2021 | Deep LearningEEG | CodeCode Available | 1 |
| Deep learning with convolutional neural networks for EEG decoding and visualization | Mar 15, 2017 | EEGEeg Decoding | CodeCode Available | 1 |
| Device JNEEG to convert Jetson Nano to brain-Computer interfaces. Short report | Jan 23, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG | Jul 26, 2023 | DenoisingEEG | CodeCode Available | 1 |
| Neural-MCRL: Neural Multimodal Contrastive Representation Learning for EEG-based Visual Decoding | Dec 23, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Dreamento: an open-source dream engineering toolbox for sleep EEG wearables | Jul 8, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A Raspberry Pi-based Traumatic Brain Injury Detection System for Single-Channel Electroencephalogram | Jan 23, 2021 | BIG-bench Machine LearningEEG | —Unverified | 0 |
| A Quantum-Based Machine Learning Approach for Autism Detection Using Common Spatial Patterns of EEG Signals | Jan 20, 2024 | Autism detectionDiagnostic | —Unverified | 0 |
| Aligning Humans and Robots via Reinforcement Learning from Implicit Human Feedback | Jul 17, 2025 | EEGMuJoCo | —Unverified | 0 |
| A quality control analysis of the resting state hypothesis via permutation entropy on EEG recordings | May 16, 2024 | EEG | —Unverified | 0 |
| Approximating DTW with a convolutional neural network on EEG data | Jan 30, 2023 | Anomaly DetectionComputational Efficiency | —Unverified | 0 |
| A comparison of single-trial EEG classification and EEG-informed fMRI across three MR compatible EEG recording systems | Jul 25, 2017 | ClassificationEEG | —Unverified | 0 |
| Approximately optimal domain adaptation with Fisher's Linear Discriminant | Feb 27, 2023 | Domain AdaptationEEG | —Unverified | 0 |
| Applying Transfer Learning To Deep Learned Models For EEG Analysis | Jul 2, 2019 | Deep LearningEEG | —Unverified | 0 |
| Application of Topological Data Analysis to Delirium Detection | Oct 10, 2020 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| A Lightweight Domain Adversarial Neural Network Based on Knowledge Distillation for EEG-based Cross-subject Emotion Recognition | May 12, 2023 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Automated Classification of Seizures against Nonseizures: A Deep Learning Approach | Jun 5, 2019 | ClassificationDeep Learning | —Unverified | 0 |
| Automated Classification of Sleep Stages and EEG Artifacts in Mice with Deep Learning | Sep 22, 2018 | EEGEEG Artifact Removal | —Unverified | 0 |
| Application of statistical analysis to working memory problem | Jun 28, 2020 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Application of Machine Learning to Sleep Stage Classification | Nov 4, 2021 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| A Deep Generative Model for Five-Class Sleep Staging with Arbitrary Sensor Input | Aug 9, 2024 | EEGSleep Staging | —Unverified | 0 |
| Application of Dictionary Learning in Alleviating Computational Burden of EEG Source Localization | Jul 25, 2017 | Dictionary LearningDimensionality Reduction | —Unverified | 0 |