| Decoding P300 Variability using Convolutional Neural Networks | Jun 14, 2019 | EEGEeg Decoding | 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 |
| CogAlign: Learning to Align Textual Neural Representations to Cognitive Language Processing Signals | Jun 10, 2021 | EEGElectroencephalogram (EEG) | 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 |
| 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 |
| Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion models | Sep 8, 2023 | Brain DecodingEEG | 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 |
| Cueless EEG imagined speech for subject identification: dataset and benchmarks | Jan 16, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Classification of epileptic seizures in EEG data based on iterative gated graph convolution network | Aug 29, 2024 | EEGElectroencephalogram (EEG) | 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 |
| 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 |
| EEGDiR: Electroencephalogram denoising network for temporal information storage and global modeling through Retentive Network | Mar 20, 2024 | DenoisingEEG | CodeCode Available | 0 | 5 |
| A deep learning architecture to detect events in EEG signals during sleep | Jul 11, 2018 | EEGElectroencephalogram (EEG) | 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 |
| Coupled generator decomposition for fusion of electro- and magnetoencephalography data | Mar 2, 2024 | EEGStochastic Optimization | CodeCode Available | 0 | 5 |
| Coupled Support Tensor Machine Classification for Multimodal Neuroimaging Data | Jan 19, 2022 | ClassificationDecision Making | 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 |
| Signal2Image Modules in Deep Neural Networks for EEG Classification | Apr 18, 2019 | ClassificationEEG | CodeCode Available | 0 | 5 |
| Convolutional Monge Mapping Normalization for learning on sleep data | May 30, 2023 | Domain AdaptationEEG | CodeCode Available | 0 | 5 |
| Comparative evaluation of state-of-the-art algorithms for SSVEP-based BCIs | Feb 2, 2016 | EEGElectroencephalogram (EEG) | 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 |
| Context tree selection for functional data | Jan 11, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Classification of BCI-EEG based on augmented covariance matrix | Feb 9, 2023 | ClassificationEEG | CodeCode Available | 0 | 5 |
| Consumer-grade EEG-based Eye Tracking | Mar 18, 2025 | EEGMissing Values | CodeCode Available | 0 | 5 |
| ConvConcatNet: a deep convolutional neural network to reconstruct mel spectrogram from the EEG | Jan 10, 2024 | EEGTask 2 | CodeCode Available | 0 | 5 |
| Effect of Kernel Size on CNN-Vision-Transformer-Based Gaze Prediction Using Electroencephalography Data | Aug 6, 2024 | EEGGaze Prediction | CodeCode Available | 0 | 5 |
| Efficient and faithful reconstruction of dynamical attractors using homogeneous differentiators | Jun 20, 2025 | EEG | CodeCode Available | 0 | 5 |
| Efficient Estimation of Unique Components in Independent Component Analysis by Matrix Representation | Aug 30, 2024 | EEG | 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 |
| EMMT: A simultaneous eye-tracking, 4-electrode EEG and audio corpus for multi-modal reading and translation scenarios | Apr 6, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Complex common spatial patterns on time-frequency decomposed EEG for brain-computer interface | Jul 1, 2021 | Brain Computer InterfaceClassification | CodeCode Available | 0 | 5 |
| EEGsig: an open-source machine learning-based toolbox for EEG signal processing | Oct 24, 2020 | BIG-bench Machine LearningEEG | CodeCode Available | 0 | 5 |
| Refining ADHD diagnosis with EEG: The impact of preprocessing and temporal segmentation on classification accuracy | Jul 11, 2024 | DiagnosticEEG | CodeCode Available | 0 | 5 |
| Enhancing Affective Representations of Music-Induced EEG through Multimodal Supervision and latent Domain Adaptation | Feb 20, 2022 | Domain AdaptationEEG | 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 |
| Classification of Autism Spectrum Disorder Using Supervised Learning of Brain Connectivity Measures Extracted from Synchrostates | Oct 20, 2014 | ClassificationEEG | —Unverified | 0 | 0 |
| Classification of auditory stimuli from EEG signals with a regulated recurrent neural network reservoir | Apr 27, 2018 | BIG-bench Machine LearningEEG | —Unverified | 0 | 0 |
| A Raspberry Pi-based Traumatic Brain Injury Detection System for Single-Channel Electroencephalogram | Jan 23, 2021 | BIG-bench Machine LearningEEG | —Unverified | 0 | 0 |
| Classification of attention performance post-longitudinal tDCS via functional connectivity and machine learning methods | Jan 31, 2024 | EEGFunctional Connectivity | —Unverified | 0 | 0 |
| Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement | Apr 7, 2025 | EEGElectroencephalogram (EEG) | —Unverified | 0 | 0 |
| A Quantum-Based Machine Learning Approach for Autism Detection Using Common Spatial Patterns of EEG Signals | Jan 20, 2024 | Autism detectionDiagnostic | —Unverified | 0 | 0 |
| Classification at the Accuracy Limit -- Facing the Problem of Data Ambiguity | Jun 4, 2022 | Dimensionality ReductionEEG | —Unverified | 0 | 0 |
| Classification and Recognition of Encrypted EEG Data Neural Network | Jun 15, 2020 | Brain Computer InterfaceClassification | —Unverified | 0 | 0 |
| A quality control analysis of the resting state hypothesis via permutation entropy on EEG recordings | May 16, 2024 | EEG | —Unverified | 0 | 0 |
| CLARE: Cognitive Load Assessment in REaltime with Multimodal Data | Apr 26, 2024 | Binary ClassificationDeep Learning | —Unverified | 0 | 0 |
| CLARA: Clinical Report Auto-completion | Feb 26, 2020 | EEGElectroencephalogram (EEG) | —Unverified | 0 | 0 |