EEG Decoding

EEG: Electroencephalography

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21 papers in the last four weeks, up 200% on the four weeks before. 0.2% of all new papers.

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  1. Average Rankings Mask Per-Subject Optimality: A Friedman-Nemenyi Benchmark of EEG Motor-Imagery BCI Decoders

    Jun 23, 2026Xavier Vasques, Paul Barbaste, Olivier OullierMI ClassificationBrain-Computer Interfaces

    IBM Technology, Bois-Colombes, France · IBM France Lab, Orsay, France · Inclusive Brains, Marseille, France +4

  2. Breaking Shortcut Learning for Cross-Trial EEG-Guided Target Speech Extraction via Two-Stage Training

    Jun 23, 2026Wonchul Shin, Inyong Choi, Kyogu LeeTarget Speaker ExtractionEEG Decoding

    Department of Intelligence and Information, Seoul National University, Republic of Korea · Department of Communication Sciences and Disorders, University of Iowa, United States · Interdisciplinary Program in Artificial Intelligence, Seoul National University, Republic of Korea +1

  3. NeuroSonic: Conditional Flow Matching for EEG-to-Speech Reconstruction

    Jun 23, 2026Wenhao Gao, Yifan Wang, Yijia Ma +3Conditional Flow MatchingEEG Decoding

    Stony Brook University, Stony Brook, NY, USA · University of Texas Health Center at Houston, Houston, TX, USA · Emory University, Atlanta, GA, USA

  4. B[FM]2^2: Brain Foundation Model via Flow Matching with SplitUNet

    Jun 18, 2026Jaedong Hwang, Kathleen Zhang, Wei Dai +5Flow MatchingEEG Decoding

    Massachusetts Institute of Technology · KU Leuven

  5. SwitchBraidNet: Quantisation-Aware Lightweight Architecture for Hybrid Brain-Computer Interface

    Jun 17, 2026Gourav Siddhad, Yogesh Kumar MeenaEfficient Neural Network InferenceBrain-Computer Interfaces

    Human-AI Interaction (HAIx) Lab, Indian Institute of Technology Gandhinagar, Gujarat, 382055, India

  6. SUP-MCRL: Subject-aware Unified Pseudo-feature Coded Multimodal Contrastive Representation Learning for EEG Visual Decoding

    Jun 15, 2026Shengyu Gong, Weiming Zeng, Yueyang Li +4Cross-Subject EEG DecodingContrastive Learning

    Lab of Digital Image and Intelligent Computation, Shanghai Maritime University, Shanghai 201306, China · Department of Language Science and Technology, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong Special Administrative Region, China · Affiliated Lianyungang Hospital of Xuzhou Medical University, Lianyungang 222002, China

  7. Learning aligned EEG representations with subject-specific encoders

    Jun 15, 2026Bruna J. Lopes, Gabriel Schwartz, Sylvain Chevallier +2Cross-Subject EEG DecodingMI Classification

    University of São Paulo, São Paulo, Brazil · Université Paris-Saclay, Inria TAU team, LISN-CNRS, France · Institut de neuromodulation, GHU Paris, psychiatrie et neurosciences, centre hospitalier Sainte-Anne, pôle hospitalo-universitaire 15, Université Paris Cité, Paris, France +3

  8. FAConformer: Frequency-Aware Convolutional Transformer for Auditory Attention Decoding

    Jun 12, 2026Ziwei Wang, Xingyi He, Tianwang Jia +2Hybrid CNN-Transformer ArchitecturesNeural Decoding

    Hubei Key Laboratory of Brain-inspired Intelligent Systems, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China

  9. Zero-Shot Neural Priors for Generalizable Cross-Subject and Cross-Task EEG Decoding

    Jun 12, 2026Baimam Boukar Jean Jacques, Brandone Fonya, Nchofon Tagha Ghogomu +2Cross-Subject EEG DecodingZero-Shot Learning

    Carnegie Mellon University

  10. Deep Sleep Classification via EEG Signal Criticality: A Passive BCI Approach for Sleep-Improvement Neurofeedback

    Jun 11, 2026Stanisław Narębski, Tomasz Komendziński, Tomasz M. RutkowskiSleep Stage ClassificationBrain-Computer Interfaces

    Nicolaus Copernicus University, Toru´n, Poland · Araya Inc., Tokyo, Japan · The University of Tokyo, Tokyo, Japan

  11. The Identity Trap in EEG Foundation Models: A Diagnostic Audit

    Jun 4, 2026Jun-You Lin, Ying Choon Wu, Tzyy-Ping JungCross-Subject EEG DecodingEEG Decoding

    School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan · Swartz Center for Computational Neuroscience, University of California, San Diego, La Jolla, CA 92037, USA

  12. A Sliced-Wasserstein Framework on Correlation Matrices for EEG Decoding

    Jun 4, 2026Chen Hu, Rui Wang, Jiale Zhou +4EEG DecodingDomain Generalization

    Westlake University Hangzhou, China · School of Artificial Intelligence and Computer Science Jiangnan University Wuxi, China · Zhejiang University Hangzhou, China +1

  13. Channel-Oriented Design for EEG-to-Music Reconstruction

    Jun 2, 2026Jiaxin Qing, Junwei Lu, Lexin LiElectroencephalographyCross-Modal Representation Learning

    UC Berkeley · Harvard University

  14. ERP-XTTN: Interpretable Prototype-Guided Cross-Attention for Cross-Subject ERP Classification

    Jun 1, 2026Charlotte Genevier Wyman, Leanne HirshfieldCross-Subject EEG DecodingPrototype-Based Classification

    University of Colorado Boulder, Boulder, CO, United States of America

  15. EVA-Net: Subject-Independent EEG Motor Decoding with Video-Derived Motor Priors

    Jun 1, 2026Ziyuan Li, Yueru Sun, Yimeng ZhangCross-Subject EEG DecodingBrain-Computer Interfaces

    South China University of Technology, Guangzhou, China

  16. EvoBrain: Continual Learning of EEG Foundation Models Across Heterogeneous BCI Tasks

    Jun 1, 2026Yangxuan Zhou, Sha Zhao, Jiquan Wang +2Brain-Computer InterfacesEEG Decoding

    State Key Laboratory of Brain-machine Intelligence and College of Computer Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China · MOE Frontier Science Center for Brain Science and Brain-Machine Integration, Zhejiang University, Hangzhou, Zhejiang, China

  17. Context-aware tokenization for Cross-subject Emotion Decoding from EEG

    May 30, 2026Jiaxin Qing, Lexin LiCross-Subject EEG DecodingEEG Decoding

    University of California, Berkeley

  18. OmniEEG-Bench: A Standardized Evaluation Benchmark for EEG Foundation Models

    May 30, 2026Ziling Lu, Zongsheng Li, Xinke Shen +11Brain-Computer InterfacesBenchmark Design

    Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, China · School of Computer Science and Engineering, The Chinese University of Hong Kong, Shenzhen, China · Omni-Intelligence, Shenzhen, China +1

  19. MindVoice: Reconstructing Intelligible Speech from Non-invasive Neural Signals with Pretrained Priors

    May 29, 2026Guangyin Bao, Taiping Zeng, Jianfeng Feng +1Brain-Computer InterfacesNeural Decoding

    Fudan University

  20. Routing on the Stiefel Manifold: When Does Adaptive Subspace Selection Help for Cross-Domain EEG Decoding?

    May 29, 2026Isabella Costa Maia, Pedro L. C. Rodrigues, Salem Said +1Cross-Subject EEG DecodingStiefel Manifold Optimization

    GIPSA-lab, University Grenoble Alpes, CNRS, Grenoble-INP · Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK · Univ. Grenoble Alpes, CNRS, Grenoble INP, LJK

  21. Benchmarking Positional Encoding Strategies for Transformer-Based EEG Foundation Models

    May 28, 2026Ayse Betul Yuce, Sebastian StoberMI ClassificationEEG Decoding

    Department of Computer Science, Otto von Guericke University, Magdeburg, Germany

  22. A Multi-dimensional Framework for Evaluating Generalization in EEG Foundation Models

    May 27, 2026Aditya Kommineni, Emily Zhou, Kleanthis Avramidis +2Neural Network GeneralizationEEG Decoding

    Signal Analysis and Interpretation Laboratory, University of Southern California, USA

  23. SYNAPSE: Neuro-Symbolic Visual Thought-to-Text Decoding via Topological Semantic Denoising

    May 27, 2026Akshaj Murhekar, Abhijit MishraLanguage Model DecodingEEG Decoding

    School of Information University of Texas at Austin

  24. A Methodological Framework for Explicit Control of the Speed-Accuracy Trade-off in Brain-Computer Interfaces

    May 26, 2026Javier Jiménez, Francisco B RodríguezBrain-Computer InterfacesEEG Decoding

  25. EEG-FM-Audit: A Systematic Evaluation and Analysis Pipeline for EEG Foundation Models

    May 26, 2026Xianheng Wang, Yige Yang, Damien CoyleEEG DecodingExplainability Evaluation

    Bath Institute for the Augmented Human University of Bath Bath, BA2 7AY · Department of Computer Science University of Bath Bath, BA2 7AY

  26. Aperiodic and Low-Frequency Spectral Bias in Reconstruction based EEG Foundation Models

    May 26, 2026Aditya Kommineni, Emily Zhou, Kleanthis Avramidis +7Self-Supervised Time Series Representation LearningEEG Decoding

    Ming Hsieh Department of Electrical and Computer Engineering1 University of Southern California · Thomas Lord Department of Computer Science2[cs.LG] University of Southern California · Department of Mathematical Sciences3 Aalborg University

  27. Sleep-stage efficient classification using a lightweight self-supervised model

    May 25, 2026Eldiane Borges dos Santos Durães, João Batista FlorindoEfficient Neural Network InferenceSleep Stage Classification

    Institute of Mathematics, Statistics and Scientific Computing, University of Campinas, Street Sergio Buarque de Holanda, 651, Campinas, Brazil

  28. Decoding Stimulus Reconstruction-Based Auditory Attention Robustly in Unbalanced EEG Datasets

    May 25, 2026Yuanming Zhang, Yayun Liang, Zhibin Lin +1Class-Imbalanced LearningElectroencephalography

    Key Lab of Modern Acoustics, Nanjing University, Nanjing 210093, China · NJU-Horizon Intelligent Audio Lab, Horizon Robotics, Beijing 100094, China

  29. BandVQ: Band-Wise Vector-Quantized EEG Foundation Model

    May 24, 2026Jamiyan Sukhbaatar, Satoshi Imamura, Toshihisa TanakaCross-Subject EEG DecodingMasked Autoencoders

    National University of Mongolia, Ulaanbaatar, Mongolia · Tokyo University of Agriculture and Technology, Tokyo, Japan

  30. Assessing Region-Level EEG Contributions to Cognitive Workload Prediction

    May 23, 2026Jacob Wong, Sohan Singh, Prannaya Gupta +3ElectroencephalographyEEG Decoding

    School of InfoComm Technology, Ngee Ann Polytechnic · Engineering Product Development Pillar, Singapore University of Technology and Design · NUS High School of Math and Science