| Advancing EEG-Based Gaze Prediction Using Depthwise Separable Convolution and Enhanced Pre-Processing | Aug 6, 2024 | EEGGaze Prediction | CodeCode Available | 0 | 5 |
| Tensor Decomposition of Large-scale Clinical EEGs Reveals Interpretable Patterns of Brain Physiology | Nov 24, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| EEGDiR: Electroencephalogram denoising network for temporal information storage and global modeling through Retentive Network | Mar 20, 2024 | DenoisingEEG | CodeCode Available | 0 | 5 |
| 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 | 5 |
| The Portiloop: a deep learning-based open science tool for closed-loop brain stimulation | Jul 28, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| The role of data partitioning on the performance of EEG-based deep learning models in supervised cross-subject analysis: a preliminary study | May 19, 2025 | Alzheimer's Disease DetectionDeep Learning | CodeCode Available | 0 | 5 |
| Alignment-Based Adversarial Training (ABAT) for Improving the Robustness and Accuracy of EEG-Based BCIs | Nov 4, 2024 | Adversarial DefenseClassification | CodeCode Available | 0 | 5 |
| A state-space model for inferring effective connectivity of latent neural dynamics from simultaneous EEG/fMRI | Dec 1, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| EEG-DCNet: A Fast and Accurate MI-EEG Dilated CNN Classification Method | Nov 12, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
| EEG-DG: A Multi-Source Domain Generalization Framework for Motor Imagery EEG Classification | Nov 9, 2023 | Brain Computer InterfaceClassification | CodeCode Available | 0 | 5 |
| EEG-based Decoding of Selective Visual Attention in Superimposed Videos | Sep 19, 2024 | DecoderEEG | CodeCode Available | 0 | 5 |
| Enhancing Listened Speech Decoding from EEG via Parallel Phoneme Sequence Prediction | Jan 8, 2025 | EEG | CodeCode Available | 0 | 5 |
| Assessing gender fairness in EEG-based machine learning detection of Parkinson's disease: A multi-center study | Mar 11, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Dynamical Embedding of Single Channel Electroencephalogram for Artifact Subspace Reconstruction | Jun 28, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| A Monotonicity Constrained Attention Module for Emotion Classification with Limited EEG Data | Aug 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Domain Invariant Representation Learning and Sleep Dynamics Modeling for Automatic Sleep Staging | Dec 6, 2023 | EEGRepresentation Learning | CodeCode Available | 0 | 5 |
| DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal | Dec 7, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Dual mechanism of Anti-Seizure Medications in controlling seizure activity | Apr 2, 2025 | EEG | CodeCode Available | 0 | 5 |
| Dimension reduction methods, persistent homology and machine learning for EEG signal analysis of Interictal Epileptic Discharges | Feb 18, 2025 | Dimensionality ReductionEEG | CodeCode Available | 0 | 5 |
| Detection of REM Sleep Behaviour Disorder by Automated Polysomnography Analysis | Nov 12, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Detection of tonic-clonic seizures in children with epilepsy | Nov 30, 2023 | Decision MakingEEG | CodeCode Available | 0 | 5 |
| Direct Estimation of Differential Functional Graphical Models | Oct 22, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Deep learning with convolutional neural networks for decoding and visualization of EEG pathology | Aug 26, 2017 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics | Feb 24, 2025 | Deep LearningEEG | CodeCode Available | 0 | 5 |
| Deep Riemannian Networks for End-to-End EEG Decoding | Dec 20, 2022 | EEGEeg Decoding | CodeCode Available | 0 | 5 |
| Deep learning-based electroencephalography analysis: a systematic review | Jan 16, 2019 | Brain DecodingDeep Learning | CodeCode Available | 0 | 5 |
| Deep Convolutional Neural Network Applied to Electroencephalography: Raw Data vs Spectral Features | May 11, 2021 | ClassificationDeep Learning | CodeCode Available | 0 | 5 |
| Deep Feature Learning for EEG Recordings | Nov 13, 2015 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Deep Learning Human Mind for Automated Visual Classification | Sep 1, 2016 | ClassificationDeep Learning | CodeCode Available | 0 | 5 |
| EEG4Students: An Experimental Design for EEG Data Collection and Machine Learning Analysis | Aug 24, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Decoding kinetic features of hand motor preparation from single‐trial EEG using convolutional neural networks | Aug 11, 2020 | ClassificationEEG | CodeCode Available | 0 | 5 |
| Decoding Envelope and Frequency-Following EEG Responses to Continuous Speech Using Deep Neural Networks | Dec 15, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Decoding P300 Variability using Convolutional Neural Networks | Jun 14, 2019 | EEGEeg Decoding | CodeCode Available | 0 | 5 |
| Dealing with Unknown Unknowns: Identification and Selection of Minimal Sensing for Fractional Dynamics with Unknown Inputs | Mar 10, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Data-Efficient Sleep Staging with Synthetic Time Series Pretraining | Mar 13, 2024 | Brain DecodingEEG | CodeCode Available | 0 | 5 |
| Dataset combining EEG, eye-tracking, and high-speed video for ocular activity analysis across BCI paradigms | Jun 9, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
| Decision SincNet: Neurocognitive models of decision making that predict cognitive processes from neural signals | Aug 4, 2022 | Decision MakingEEG | CodeCode Available | 0 | 5 |
| CSSSTN: A Class-sensitive Subject-to-subject Semantic Style Transfer Network for EEG Classification in RSVP Tasks | Feb 12, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
| Cueless EEG imagined speech for subject identification: dataset and benchmarks | Jan 16, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Classification of multivariate weakly-labelled time-series with attention | Feb 16, 2021 | ClassificationEEG | CodeCode Available | 0 | 5 |
| Classification of Motor Imagery EEG Signals by Using a Divergence Based Convolutional Neural Network | Mar 19, 2021 | Brain Computer InterfaceClassification | CodeCode Available | 0 | 5 |
| Alzheimer's disease detection in PSG signals | Apr 4, 2024 | Alzheimer's Disease DetectionData Ablation | CodeCode Available | 0 | 5 |
| Are uGLAD? Time will tell! | Mar 21, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Cross-validation in high-dimensional spaces: a lifeline for least-squares models and multi-class LDA | Mar 27, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Deep learning applied to EEG data with different montages using spatial attention | Oct 16, 2023 | Deep LearningEEG | CodeCode Available | 0 | 5 |
| RIGOLETTO -- RIemannian GeOmetry LEarning: applicaTion To cOnnectivity. A contribution to the Clinical BCI Challenge -- WCCI2020 | Feb 9, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Classification of High-Dimensional Motor Imagery Tasks based on An End-to-end role assigned convolutional neural network | Feb 1, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
| Cross-Modal Epileptic Signal Harmonization: Frequency Domain Mapping Quantization for Pre-training a Unified Neurophysiological Transformer | Jun 20, 2025 | EEGQuantization | CodeCode Available | 0 | 5 |
| Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion models | Sep 8, 2023 | Brain DecodingEEG | CodeCode Available | 0 | 5 |
| Converting Your Thoughts to Texts: Enabling Brain Typing via Deep Feature Learning of EEG Signals | Sep 26, 2017 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |