| FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling | Sep 19, 2024 | EEG | CodeCode Available | 0 |
| The Sylvester Graphical Lasso (SyGlasso) | Feb 1, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Resting state alpha oscillatory activity is a valid and reliable marker of schizotypy | May 17, 2021 | EEGFunctional Connectivity | CodeCode Available | 0 |
| High-dimensional Functional Graphical Model Structure Learning via Neighborhood Selection Approach | May 6, 2021 | Dimensionality ReductionEEG | CodeCode Available | 0 |
| Modeling EEG data distribution with a Wasserstein Generative Adversarial Network to predict RSVP Events | Nov 11, 2019 | ClassificationEEG | CodeCode Available | 0 |
| Alignment-Based Adversarial Training (ABAT) for Improving the Robustness and Accuracy of EEG-Based BCIs | Nov 4, 2024 | Adversarial DefenseClassification | CodeCode Available | 0 |
| Window Stacking Meta-Models for Clinical EEG Classification | Jan 14, 2024 | ClassificationEEG | CodeCode Available | 0 |
| Convolutional Monge Mapping Normalization for learning on sleep data | May 30, 2023 | Domain AdaptationEEG | CodeCode Available | 0 |
| Using Riemannian geometry for SSVEP-based Brain Computer Interface | Jan 14, 2015 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| The use of Multi-domain Electroencephalogram Representations in the building of Models based on Convolutional and Recurrent Neural Networks for Epilepsy Detection | Apr 24, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Sleep syndromes onset detection based on automatic sleep staging algorithm | Jul 7, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Converting Your Thoughts to Texts: Enabling Brain Typing via Deep Feature Learning of EEG Signals | Sep 26, 2017 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| FOIT: Fast Online Instance Transfer for Improved EEG Emotion Recognition | Feb 1, 2021 | Active LearningBrain Computer Interface | CodeCode Available | 0 |
| Subspace metrics for multivariate dictionaries and application to EEG | Jul 14, 2014 | ClusteringDictionary Learning | CodeCode Available | 0 |
| EEG-MACS: Manifold Attention and Confidence Stratification for EEG-based Cross-Center Brain Disease Diagnosis under Unreliable Annotations | Apr 29, 2024 | DiagnosticEEG | CodeCode Available | 0 |
| Classification of epileptic seizures in EEG data based on iterative gated graph convolution network | Aug 29, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| FLEXtime: Filterbank learning to explain time series | Nov 6, 2024 | EEGTime Series | CodeCode Available | 0 |
| Classification of BCI-EEG based on augmented covariance matrix | Feb 9, 2023 | ClassificationEEG | CodeCode Available | 0 |
| Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG Signals | Mar 10, 2023 | Brain Computer InterfaceComputational Efficiency | CodeCode Available | 0 |
| Motor Imagery Classification for Asynchronous EEG-Based Brain-Computer Interfaces | Dec 12, 2024 | ClassificationEEG | CodeCode Available | 0 |
| Deep learning-based electroencephalography analysis: a systematic review | Jan 16, 2019 | Brain DecodingDeep Learning | CodeCode Available | 0 |
| SlimSeiz: Efficient Channel-Adaptive Seizure Prediction Using a Mamba-Enhanced Network | Oct 13, 2024 | channel selectionEEG | CodeCode Available | 0 |
| EEG-ImageNet: An Electroencephalogram Dataset and Benchmarks with Image Visual Stimuli of Multi-Granularity Labels | Jun 11, 2024 | EEGimage-classification | CodeCode Available | 0 |
| Deep learning applied to EEG data with different montages using spatial attention | Oct 16, 2023 | Deep LearningEEG | CodeCode Available | 0 |
| Deep Feature Learning for EEG Recordings | Nov 13, 2015 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| A library of quantitative markers of seizure severity | Jun 30, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| EEG-EyeTrack: A Benchmark for Time Series and Functional Data Analysis with Open Challenges and Baselines | Apr 2, 2025 | EEGTime Series | CodeCode Available | 0 |
| Deep Jansen-Rit Parameter Inference for Model-Driven Analysis of Brain Activity | Jun 7, 2024 | BenchmarkingEEG | CodeCode Available | 0 |
| EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation | Sep 30, 2024 | Computational EfficiencyDiagnostic | CodeCode Available | 0 |
| A personalized and evolutionary algorithm for interpretable EEG epilepsy seizure prediction | Feb 9, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Towards a Better Understanding Human Reading Comprehension with Brain Signals | Aug 3, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| EEGDiR: Electroencephalogram denoising network for temporal information storage and global modeling through Retentive Network | Mar 20, 2024 | DenoisingEEG | CodeCode Available | 0 |
| Hybrid multi-objective evolutionary algorithm based on Search Manager framework for big data optimization problems | Dec 5, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification | Jan 30, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Bayesian Inference on Brain-Computer Interfaces via GLASS | Apr 14, 2023 | Bayesian InferenceEEG | CodeCode Available | 0 |
| Sparse and Functional Principal Components Analysis | Sep 11, 2013 | Dimensionality ReductionEEG | CodeCode Available | 0 |
| Automatic Sleep Scoring from Large-scale Multi-channel Pediatric EEG | Jun 30, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces | Dec 2, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Multi-Centroid Hyperdimensional Computing Approach for Epileptic Seizure Detection | Nov 16, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Unveil Sleep Spindles with Concentration of Frequency and Time | Oct 27, 2023 | Deep LearningEEG | CodeCode Available | 0 |
| Feature Weighting and Regularization of Common Spatial Patterns in EEG-Based Motor Imagery BCI | Apr 5, 2018 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Multichannel sleep spindle detection using sparse low-rank optimization | Aug 15, 2017 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| ConvConcatNet: a deep convolutional neural network to reconstruct mel spectrogram from the EEG | Jan 10, 2024 | EEGTask 2 | CodeCode Available | 0 |
| ICLabel: An automated electroencephalographic independent component classifier, dataset, and website | Jan 22, 2019 | Computational EfficiencyEEG | CodeCode Available | 0 |
| Feature interpretability in BCIs: exploring the role of network lateralization | Jul 16, 2024 | BenchmarkingEEG | CodeCode Available | 0 |
| Symbolic dynamics of joint brain states during dyadic coordination | Aug 23, 2024 | EEGFunctional Connectivity | CodeCode Available | 0 |
| Understanding learning from EEG data: Combining machine learning and feature engineering based on hidden Markov models and mixed models | Nov 14, 2023 | ClassificationEEG | CodeCode Available | 0 |
| Time Majority Voting, a PC-based EEG Classifier for Non-expert Users | Jul 26, 2022 | BIG-bench Machine LearningEEG | CodeCode Available | 0 |
| Context tree selection for functional data | Jan 11, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Bayes-CATSI: A variational Bayesian deep learning framework for medical time series data imputation | Oct 1, 2024 | EEGElectromyography (EMG) | CodeCode Available | 0 |