| CogBERT: Cognition-Guided Pre-trained Language Models | Oct 1, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| quEEGNet: Quantum AI for Biosignal Processing | Sep 29, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| EEG-based Image Feature Extraction for Visual Classification using Deep Learning | Sep 27, 2022 | Decision MakingDeep Learning | —Unverified | 0 |
| Calibration of off-the-shelf low-cost wearable EEG headset for application in field studies | Sep 26, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Community Detection in Multi-frequency EEG Networks | Sep 26, 2022 | Community DetectionEEG | —Unverified | 0 |
| Mental arithmetic task classification with convolutional neural network based on spectral-temporal features from EEG | Sep 26, 2022 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Removal of Ocular Artifacts in EEG Using Deep Learning | Sep 24, 2022 | BenchmarkingDeep Learning | —Unverified | 0 |
| Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts | Sep 22, 2022 | DiagnosticEEG | CodeCode Available | 1 |
| Modeling cognitive load as a self-supervised brain rate with electroencephalography and deep learning | Sep 21, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning | Sep 20, 2022 | Contrastive LearningEEG | CodeCode Available | 1 |
| U-Sleep's resilience to AASM guidelines | Sep 19, 2022 | Clinical KnowledgeEEG | —Unverified | 0 |
| EEG-Based Epileptic Seizure Prediction Using Temporal Multi-Channel Transformers | Sep 18, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Weight-based Channel-model Matrix Framework provides a reasonable solution for EEG-based cross-dataset emotion recognition | Sep 13, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Identification of Cognitive Workload during Surgical Tasks with Multimodal Deep Learning | Sep 12, 2022 | AnatomyEEG | —Unverified | 0 |
| Examining Uniqueness and Permanence of the WAY EEG GAL dataset toward User Authentication | Sep 11, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Studying Drowsiness Detection Performance while Driving through Scalable Machine Learning Models using Electroencephalography | Sep 8, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Machine Learning For Classification Of Antithetical Emotional States | Sep 6, 2022 | ClassificationEEG | —Unverified | 0 |
| Subject-independent trajectory prediction using pre-movement EEG during grasp and lift task | Sep 5, 2022 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training | Sep 3, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| SaleNet: A low-power end-to-end CNN accelerator for sustained attention level evaluation using EEG | Sep 3, 2022 | ClusteringEEG | —Unverified | 0 |
| EEG-based Emotion Recognition via Efficient Convolutional Neural Network and Contrastive Learning | Sep 2, 2022 | Contrastive LearningEEG | —Unverified | 0 |
| Classification of eye-state using EEG recordings: speed-up gains using signal epochs and mutual information measure | Aug 31, 2022 | channel selectionClassification | —Unverified | 0 |
| Classification of Electroencephalograms during Mathematical Calculations Using Deep Learning | Aug 31, 2022 | Brain Computer InterfaceClassification | —Unverified | 0 |
| Periodic and non-periodic brainwaves emerging via random syncronization of closed loops of firing neurons | Aug 30, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Finding neural signatures for obesity through feature selection on source-localized EEG | Aug 30, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Development of Sleep State Trend (SST), a bedside measure of neonatal sleep state fluctuations based on single EEG channels | Aug 25, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Decoding speech perception from non-invasive brain recordings | Aug 25, 2022 | Contrastive LearningEEG | CodeCode Available | 2 |
| Too Fine or Too Coarse? The Goldilocks Composition of Data Complexity for Robust Left-Right Eye-Tracking Classifiers | Aug 24, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| EEG4Students: An Experimental Design for EEG Data Collection and Machine Learning Analysis | Aug 24, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Convolutional Neural Networks with A Topographic Representation Module for EEG-Based Brain-Computer Interfaces | Aug 23, 2022 | ClassificationEEG | —Unverified | 0 |
| Locally temporal-spatial pattern learning with graph attention mechanism for EEG-based emotion recognition | Aug 19, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| EEG-BBNet: a Hybrid Framework for Brain Biometric using Graph Connectivity | Aug 17, 2022 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Brain Topography Adaptive Network for Satisfaction Modeling in Interactive Information Access System | Aug 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A Monotonicity Constrained Attention Module for Emotion Classification with Limited EEG Data | Aug 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| KAM -- a Kernel Attention Module for Emotion Classification with EEG Data | Aug 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis | Aug 15, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Convolutional Spiking Neural Networks for Detecting Anticipatory Brain Potentials Using Electroencephalogram | Aug 14, 2022 | Computational EfficiencyEEG | —Unverified | 0 |
| Seeing your sleep stage: cross-modal distillation from EEG to infrared video | Aug 11, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG Machine Learning for Analysis of Mild Traumatic Brain Injury: A survey | Aug 10, 2022 | ArticlesEEG | —Unverified | 0 |
| Can Brain Signals Reveal Inner Alignment with Human Languages? | Aug 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Machine Learning-based EEG Applications and Markets | Aug 10, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Classifier Transfer with Data Selection Strategies for Online Support Vector Machine Classification with Class Imbalance | Aug 10, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Partial Least Square Regression via Three-factor SVD-type Manifold Optimization for EEG Decoding | Aug 9, 2022 | EEGEeg Decoding | —Unverified | 0 |
| Learning from imperfect training data using a robust loss function: application to brain image segmentation | Aug 8, 2022 | Brain Image SegmentationEEG | CodeCode Available | 0 |
| See What You See: Self-supervised Cross-modal Retrieval of Visual Stimuli from Brain Activity | Aug 7, 2022 | cross-modal alignmentCross-Modal Retrieval | —Unverified | 0 |
| Granger Causality using Neural Networks | Aug 7, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| An intertwined neural network model for EEG classification in brain-computer interfaces | Aug 4, 2022 | Brain Computer InterfaceDenoising | —Unverified | 0 |
| Transformer Convolutional Neural Networks for Automated Artifact Detection in Scalp EEG | Aug 4, 2022 | Artifact DetectionBinary Classification | —Unverified | 0 |
| On the relation between EEG microstates and cross-spectra | Aug 4, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Decision SincNet: Neurocognitive models of decision making that predict cognitive processes from neural signals | Aug 4, 2022 | Decision MakingEEG | CodeCode Available | 0 |