| PFML: Self-Supervised Learning of Time-Series Data Without Representation Collapse | Nov 15, 2024 | Contrastive LearningEEG | CodeCode Available | 0 |
| Towards Scalable Handwriting Communication via EEG Decoding and Latent Embedding Integration | Nov 14, 2024 | EEGEeg Decoding | —Unverified | 0 |
| Towards Neural Foundation Models for Vision: Aligning EEG, MEG, and fMRI Representations for Decoding, Encoding, and Modality Conversion | Nov 14, 2024 | Contrastive LearningEEG | —Unverified | 0 |
| EEG-Based Speech Decoding: A Novel Approach Using Multi-Kernel Ensemble Diffusion Models | Nov 14, 2024 | Brain Computer InterfaceDenoising | —Unverified | 0 |
| Towards Unified Neural Decoding of Perceived, Spoken and Imagined Speech from EEG Signals | Nov 14, 2024 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Imagined Speech and Visual Imagery as Intuitive Paradigms for Brain-Computer Interfaces | Nov 14, 2024 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Quantity versus Diversity: Influence of Data on Detecting EEG Pathology with Advanced ML Models | Nov 13, 2024 | DiversityEEG | —Unverified | 0 |
| SAD-TIME: a Spatiotemporal-fused network for depression detection with Automated multi-scale Depth-wise and TIME-interval-related common feature extractor | Nov 13, 2024 | Depression DetectionDiagnostic | —Unverified | 0 |
| EEG-DCNet: A Fast and Accurate MI-EEG Dilated CNN Classification Method | Nov 12, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Multi-class Decoding of Attended Speaker Direction Using Electroencephalogram and Audio Spatial Spectrum | Nov 11, 2024 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Evaluating tDCS Intervention Effectiveness via Functional Connectivity Network on Resting-State EEG Data in Major Depressive Disorder | Nov 10, 2024 | BinarizationEEG | —Unverified | 0 |
| FLEXtime: Filterbank learning to explain time series | Nov 6, 2024 | EEGTime Series | CodeCode Available | 0 |
| How Much Data is Enough? Optimization of Data Collection for Artifact Detection in EEG Recordings | Nov 5, 2024 | Artifact DetectionBinary Classification | —Unverified | 0 |
| Elliptical Wishart distributions: information geometry, maximum likelihood estimator, performance analysis and statistical learning | Nov 5, 2024 | EEGRiemannian optimization | 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 |
| Personalized Continual EEG Decoding: Retaining and Transferring Knowledge | Nov 4, 2024 | Brain Computer InterfaceDomain Adaptation | —Unverified | 0 |
| User-wise Perturbations for User Identity Protection in EEG-Based BCIs | Nov 4, 2024 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Federated GNNs for EEG-Based Stroke Assessment | Nov 4, 2024 | DiagnosticEEG | —Unverified | 0 |
| BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging | Nov 3, 2024 | Automatic Sleep Stage ClassificationClassification | —Unverified | 0 |
| Are EEG functional networks really describing the brain? A comparison with other information-processing complex systems | Nov 3, 2024 | EEG | —Unverified | 0 |
| Enhancing Neural Network Interpretability with Feature-Aligned Sparse Autoencoders | Nov 2, 2024 | EEG | CodeCode Available | 0 |
| Demo: Multi-Modal Seizure Prediction System | Nov 1, 2024 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Neural decoding from stereotactic EEG: accounting for electrode variability across subjects | Nov 1, 2024 | Data IntegrationEEG | —Unverified | 0 |
| Neurophysiological Analysis in Motor and Sensory Cortices for Improving Motor Imagination | Oct 31, 2024 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Enhancing Brain Source Reconstruction through Physics-Informed 3D Neural Networks | Oct 31, 2024 | EEG | —Unverified | 0 |
| Low-Rank + Sparse Decomposition (LR+SD) for EEG Artifact Removal | Oct 31, 2024 | EEGEEG Artifact Removal | —Unverified | 0 |
| Graph Neural Networks Uncover Geometric Neural Representations in Reinforcement-Based Motor Learning | Oct 31, 2024 | EEGExperimental Design | —Unverified | 0 |
| Dataset Refinement for Improving the Generalization Ability of the EEG Decoding Model | Oct 31, 2024 | EEGEeg Decoding | —Unverified | 0 |
| Feature Selection via Dynamic Graph-based Attention Block in MI-based EEG Signals | Oct 31, 2024 | Brain Computer InterfaceEEG | —Unverified | 0 |
| SleepNetZero: Zero-Burden Zero-Shot Reliable Sleep Staging With Neural Networks Based on Ballistocardiograms | Oct 30, 2024 | Data AugmentationEEG | —Unverified | 0 |
| Decoding Fatigue Levels of Pilots Using EEG Signals with Hybrid Deep Neural Networks | Oct 30, 2024 | EEG | —Unverified | 0 |
| EEG-based Multimodal Representation Learning for Emotion Recognition | Oct 29, 2024 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| osl-ephys: A Python toolbox for the analysis of electrophysiology data | Oct 29, 2024 | EEG | —Unverified | 0 |
| Can EEG resting state data benefit data-driven approaches for motor-imagery decoding? | Oct 28, 2024 | EEGEEG Signal Classification | —Unverified | 0 |
| EEG-Driven 3D Object Reconstruction with Style Consistency and Diffusion Prior | Oct 28, 2024 | 3D Object ReconstructionEEG | —Unverified | 0 |
| A Multi-Modal Non-Invasive Deep Learning Framework for Progressive Prediction of Seizures | Oct 26, 2024 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| SPDIM: Source-Free Unsupervised Conditional and Label Shift Adaptation in EEG | Oct 26, 2024 | Brain Computer InterfaceDomain Adaptation | —Unverified | 0 |
| EEG Based Decoding of the Perception and Regulation of Taboo Words | Oct 25, 2024 | EEGERP | —Unverified | 0 |
| A contrastive-learning approach for auditory attention detection | Oct 24, 2024 | Contrastive LearningEEG | —Unverified | 0 |
| Real-time Sub-milliwatt Epilepsy Detection Implemented on a Spiking Neural Network Edge Inference Processor | Oct 22, 2024 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Contrastive random lead coding for channel-agnostic self-supervision of biosignals | Oct 21, 2024 | Contrastive LearningEEG | —Unverified | 0 |
| Non-invasive Neural Decoding in Source Reconstructed Brain Space | Oct 20, 2024 | EEG | —Unverified | 0 |
| Independent Feature Enhanced Crossmodal Fusion for Match-Mismatch Classification of Speech Stimulus and EEG Response | Oct 19, 2024 | EEGEeg Decoding | —Unverified | 0 |
| BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation | Oct 19, 2024 | EEGRepresentation Learning | —Unverified | 0 |
| Evaluation Of P300 Speller Performance Using Large Language Models Along With Cross-Subject Training | Oct 19, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks | Oct 18, 2024 | EEG | CodeCode Available | 0 |
| BUNDL: Bayesian Uncertainty-aware Deep Learning with Noisy training Labels for Seizure Detection in EEG | Oct 17, 2024 | Deep LearningEEG | —Unverified | 0 |
| Comparing Methodological Variations in Seizure Onset Localisation Algorithms using intracranial EEG | Oct 17, 2024 | EEG | —Unverified | 0 |
| Theta and/or alpha? Neural oscillational substrates for dynamic inter-brain synchrony during mother-child cooperation | Oct 17, 2024 | EEG | —Unverified | 0 |
| On the Role of Activation Functions in EEG-To-Text Decoder | Oct 16, 2024 | DecoderEEG | —Unverified | 0 |