| A Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion Recognition | May 12, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| Foundational GPT Model for MEG | Apr 14, 2024 | EEGmodel | CodeCode Available | 1 |
| Perceptogram: Reconstructing Visual Percepts from EEG | Apr 1, 2024 | DecoderEEG | CodeCode Available | 1 |
| Synthesizing EEG Signals from Event-Related Potential Paradigms with Conditional Diffusion Models | Mar 27, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| On the Intersection of Signal Processing and Machine Learning: A Use Case-Driven Analysis Approach | Mar 25, 2024 | EEG | CodeCode Available | 1 |
| Towards gaze-independent c-VEP BCI: A pilot study | Mar 22, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention | Mar 18, 2024 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 |
| A Lie Group Approach to Riemannian Batch Normalization | Mar 17, 2024 | Action RecognitionEEG | CodeCode Available | 1 |
| ARNN: Attentive Recurrent Neural Network for Multi-channel EEG Signals to Identify Epileptic Seizures | Mar 5, 2024 | Computational EfficiencyEEG | CodeCode Available | 1 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 |
| SzCORE: A Seizure Community Open-source Research Evaluation framework for the validation of EEG-based automated seizure detection algorithms | Feb 20, 2024 | EEGSeizure Detection | CodeCode Available | 1 |
| Improving EEG Signal Classification Accuracy Using Wasserstein Generative Adversarial Networks | Feb 5, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Self-supervised speech representation and contextual text embedding for match-mismatch classification with EEG recording | Jan 10, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction | Dec 22, 2023 | cross-modal alignmentEEG | CodeCode Available | 1 |
| SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography | Dec 20, 2023 | EEGSelf-Supervised Learning | CodeCode Available | 1 |
| Calibration-free online test-time adaptation for electroencephalography motor imagery decoding | Nov 30, 2023 | EEGMotor Imagery | CodeCode Available | 1 |
| ViT-Lens: Towards Omni-modal Representations | Nov 27, 2023 | EEGImage Generation | CodeCode Available | 1 |
| DTP-Net: Learning to Reconstruct EEG signals in Time-Frequency Domain by Multi-scale Feature Reuse | Nov 27, 2023 | Brain Computer InterfaceDenoising | CodeCode Available | 1 |
| VSViG: Real-time Video-based Seizure Detection via Skeleton-based Spatiotemporal ViG | Nov 24, 2023 | Action RecognitionDecision Making | CodeCode Available | 1 |
| CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion | Nov 13, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| Learning Robust Deep Visual Representations from EEG Brain Recordings | Oct 25, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series | Oct 21, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| EEG motor imagery decoding: A framework for comparative analysis with channel attention mechanisms | Oct 17, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals | Oct 11, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Hierarchical Event Descriptor library schema for EEG data annotation | Oct 4, 2023 | EEG | CodeCode Available | 1 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Implicit Gaussian process representation of vector fields over arbitrary latent manifolds | Sep 28, 2023 | EEGGaussian Processes | CodeCode Available | 1 |
| GNN4EEG: A Benchmark and Toolkit for Electroencephalography Classification with Graph Neural Network | Sep 27, 2023 | ClassificationEEG | CodeCode Available | 1 |
| Structure-Preserving Transformers for Sequences of SPD Matrices | Sep 14, 2023 | EEGEEG based sleep staging | CodeCode Available | 1 |
| A DenseNet-based method for decoding auditory spatial attention with EEG | Sep 14, 2023 | EEG | CodeCode Available | 1 |
| Spatial Variation Generation Algorithm for Motor Imagery Data Augmentation: Increasing the Density of Sample Vicinity | Sep 12, 2023 | Data AugmentationEEG | CodeCode Available | 1 |
| A Strong and Simple Deep Learning Baseline for BCI MI Decoding | Sep 11, 2023 | Deep LearningEEG | CodeCode Available | 1 |
| MASA-TCN: Multi-anchor Space-aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition | Aug 30, 2023 | ClassificationEEG | CodeCode Available | 1 |
| Decoding Natural Images from EEG for Object Recognition | Aug 25, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| ViT2EEG: Leveraging Hybrid Pretrained Vision Transformers for EEG Data | Aug 1, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG | Jul 26, 2023 | DenoisingEEG | CodeCode Available | 1 |
| Weight Freezing: A Regularization Approach for Fully Connected Layers with an Application in EEG Classification | Jun 9, 2023 | Decision MakingEEG | CodeCode Available | 1 |
| Riemannian Multinomial Logistics Regression for SPD Neural Networks | May 18, 2023 | Action RecognitionEEG | CodeCode Available | 1 |
| BASEN: Time-Domain Brain-Assisted Speech Enhancement Network with Convolutional Cross Attention in Multi-talker Conditions | May 17, 2023 | EEGSpeech Enhancement | CodeCode Available | 1 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 |
| Interpretable and Robust AI in EEG Systems: A Survey | Apr 21, 2023 | EEGSurvey | CodeCode Available | 1 |
| Generate your neural signals from mine: individual-to-individual EEG converters | Apr 21, 2023 | EEG | CodeCode Available | 1 |
| Time-space-frequency feature Fusion for 3-channel motor imagery classification | Apr 4, 2023 | EEGEeg Decoding | CodeCode Available | 1 |
| LMDA-Net:A lightweight multi-dimensional attention network for general EEG-based brain-computer interface paradigms and interpretability | Mar 29, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Quantifying the Impact of Data Characteristics on the Transferability of Sleep Stage Scoring Models | Mar 28, 2023 | EEGTransfer Learning | CodeCode Available | 1 |
| EEGMatch: Learning with Incomplete Labels for Semi-Supervised EEG-based Cross-Subject Emotion Recognition | Mar 27, 2023 | Data AugmentationDomain Adaptation | CodeCode Available | 1 |
| Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks | Mar 20, 2023 | Domain GeneralizationEEG | CodeCode Available | 1 |
| EEG Synthetic Data Generation Using Probabilistic Diffusion Models | Mar 6, 2023 | Brain Computer InterfaceData Augmentation | CodeCode Available | 1 |
| Partial Label Learning for Emotion Recognition from EEG | Feb 25, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Score-Based Data Generation for EEG Spatial Covariance Matrices: Towards Boosting BCI Performance | Feb 22, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
