| Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks | Oct 18, 2024 | EEG | CodeCode Available | 0 |
| PFML: Self-Supervised Learning of Time-Series Data Without Representation Collapse | Nov 15, 2024 | Contrastive LearningEEG | CodeCode Available | 0 |
| Automated Pipeline for EEG Artifact Reduction (APPEAR) Recorded during fMRI | Dec 11, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| RoBoSS: A Robust, Bounded, Sparse, and Smooth Loss Function for Supervised Learning | Sep 5, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Deep Convolutional Neural Network Applied to Electroencephalography: Raw Data vs Spectral Features | May 11, 2021 | ClassificationDeep Learning | CodeCode Available | 0 |
| Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion models | Sep 8, 2023 | Brain DecodingEEG | CodeCode Available | 0 |
| Deep Neural Dynamic Bayesian Networks applied to EEG sleep spindles modeling | Oct 16, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Characterising Alzheimer's Disease with EEG-based Energy Landscape Analysis | Feb 19, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Image-based eeg classification of brain responses to song recordings | Jan 31, 2022 | ClassificationEEG | CodeCode Available | 0 |
| FBDNN: Filter Banks and Deep Neural Networks for Portable and Fast Brain-Computer Interfaces | Sep 5, 2021 | ClassificationEEG | CodeCode Available | 0 |
| Decoding P300 Variability using Convolutional Neural Networks | Jun 14, 2019 | EEGEeg Decoding | CodeCode Available | 0 |
| Synthetic Epileptic Brain Activities Using Generative Adversarial Networks | Jul 22, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Imagined speech classification using EEG | Dec 1, 2014 | ClassificationEEG | CodeCode Available | 0 |
| Advancing EEG-Based Gaze Prediction Using Depthwise Separable Convolution and Enhanced Pre-Processing | Aug 6, 2024 | EEGGaze Prediction | CodeCode Available | 0 |
| Decoding kinetic features of hand motor preparation from single‐trial EEG using convolutional neural networks | Aug 11, 2020 | ClassificationEEG | CodeCode Available | 0 |
| Decoding Envelope and Frequency-Following EEG Responses to Continuous Speech Using Deep Neural Networks | Dec 15, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Multi-Modal Neuroimaging Analysis and Visualization Tool (MMVT) | Dec 20, 2019 | Data VisualizationEEG | CodeCode Available | 0 |
| Decision SincNet: Neurocognitive models of decision making that predict cognitive processes from neural signals | Aug 4, 2022 | Decision MakingEEG | CodeCode Available | 0 |
| Fast and Accurate Multiclass Inference for MI-BCIs Using Large Multiscale Temporal and Spectral Features | Jun 18, 2018 | Brain Computer InterfaceClassification | CodeCode Available | 0 |
| Dealing with Unknown Unknowns: Identification and Selection of Minimal Sensing for Fractional Dynamics with Unknown Inputs | Mar 10, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Multi-Modal Spectral Parametrization Method (MMSPM) for analyzing EEG activity with distinct scaling regimes | May 23, 2025 | EEG | CodeCode Available | 0 |
| Robustifying Independent Component Analysis by Adjusting for Group-Wise Stationary Noise | Jun 4, 2018 | Causal InferenceEEG | CodeCode Available | 0 |
| Consumer-grade EEG-based Eye Tracking | Mar 18, 2025 | EEGMissing Values | CodeCode Available | 0 |
| Vector-Based Data Improves Left-Right Eye-Tracking Classifier Performance After a Covariate Distributional Shift | Jul 31, 2022 | BenchmarkingEEG | CodeCode Available | 0 |
| Improved robust weighted averaging for event-related potentials in EEG | Sep 18, 2019 | EEGEEG Denoising | CodeCode Available | 0 |
| A multimodal dataset for understanding the impact of mobile phones on remote online virtual education | Dec 13, 2024 | EEGHead Pose Estimation | CodeCode Available | 0 |
| Multiple Time Series Fusion Based on LSTM An Application to CAP A Phase Classification Using EEG | Dec 18, 2021 | channel selectionDecision Making | CodeCode Available | 0 |
| EEG-DG: A Multi-Source Domain Generalization Framework for Motor Imagery EEG Classification | Nov 9, 2023 | Brain Computer InterfaceClassification | CodeCode Available | 0 |
| Automated Brain Disorders Diagnosis Through Deep Neural Networks | Jan 11, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Multiscale Granger causality analysis by à trous wavelet transform | Jul 12, 2017 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| TRUST-LAPSE: An Explainable and Actionable Mistrust Scoring Framework for Model Monitoring | Jul 22, 2022 | Drift DetectionEEG | CodeCode Available | 0 |
| ALFEE: Adaptive Large Foundation Model for EEG Representation | May 7, 2025 | EEG | CodeCode Available | 0 |
| Challenges facing the explainability of age prediction models: case study for two modalities | Mar 12, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| An Ultra-Low Power Wearable BMI System with Continual Learning Capabilities | Sep 16, 2024 | Continual LearningEEG | CodeCode Available | 0 |
| AI-based artistic representation of emotions from EEG signals: a discussion on fairness, inclusion, and aesthetics | Feb 7, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Extreme Learning Machine design for dealing with unrepresentative features | Dec 4, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Conditional canonical correlation estimation based on covariates with random forests | Nov 23, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Predicting Artificial Neural Network Representations to Learn Recognition Model for Music Identification from Brain Recordings | Dec 20, 2024 | EEG | CodeCode Available | 0 |
| Improving Motor Imagery EEG Classification Based on Channel Selection Using a Deep Learning Architecture | Jul 1, 2022 | channel selectionEEG | CodeCode Available | 0 |
| Multi-task deep-learning for sleep event detection and stage classification | Jan 16, 2025 | EEGEvent Detection | CodeCode Available | 0 |
| EEG-DCNet: A Fast and Accurate MI-EEG Dilated CNN Classification Method | Nov 12, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Spatiotemporal Emotion Recognition using Deep CNN Based on EEG during Music Listening | Oct 22, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Improving SSVEP BCI Spellers With Data Augmentation and Language Models | Dec 28, 2024 | Brain Computer InterfaceData Augmentation | CodeCode Available | 0 |
| Predicting epileptic seizures using nonnegative matrix factorization | Jun 25, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| A Hybrid Artificial Intelligence System for Automated EEG Background Analysis and Report Generation | Nov 15, 2024 | Anomaly DetectionDiagnostic | CodeCode Available | 0 |
| Exploring machine learning approaches for classifying mental workload using fNIRS data from HCI tasks | Nov 19, 2019 | EEG | CodeCode Available | 0 |
| Multivariate Convolutional Sparse Coding for Electromagnetic Brain Signals | May 24, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Attention-Based CNN-BiLSTM for Sleep State Classification of Spatiotemporal Wide-Field Calcium Imaging Data | Jan 16, 2024 | EEG | CodeCode Available | 0 |
| A Temporal-Spectral Fusion Transformer with Subject-Specific Adapter for Enhancing RSVP-BCI Decoding | Jan 12, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Anti-seizure medication tapering correlates with daytime delta band power reduction in the cortex | May 2, 2024 | EEG | CodeCode Available | 0 |