Cross-Subject EEG Decoding

EEG: Electroencephalography

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10 papers in the last four weeks, up 67% on the four weeks before. 0.1% of all new papers.

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  1. 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

  2. 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

  3. 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

  4. 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

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

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

    University of California, Berkeley

  6. 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

  7. 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

  8. Cross-Subject EEG Emotion Recognition Based on Temporal Asynchronous Alignment Contrastive Learning

    May 21, 2026Ying Xie, Yi Zheng, Zehui Xiao +2Cross-Subject EEG DecodingContrastive Learning

    School of Biomedical Engineering, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China · School of Computer Science and Technology, Tianjin University, Tianjin 300354, China

  9. Cross-Subject Intracranial EEG Reconstruction from Scalp Recordings Using Multi-Scale Cross-Attention Transformers

    May 17, 2026Tien-Dat Pham, Xuan-The TranCross-Subject EEG DecodingElectroencephalography

    HAI-Smartlink Research Lab, Anchi STE Company, Haiphong, Vietnam · School of Mechanical Engineering, Vietnam Maritime University, Haiphong, Vietnam

  10. CFSPMNet: Cross-subject Fourier-guided Spatial-Patch Mamba Network for EEG Motor Imagery Decoding in Stroke Patients

    May 11, 2026Xiangkai Wang, Yun Zhao, Dongyi He +5Cross-Subject EEG DecodingBrain-Computer Interfaces

    School of Artificial Intelligence, Chongqing University of Technology, Chongqing 401135, China; Chongqing Key Laboratory of Embodied Intelligence Perception and Autonomous Learning for Humanoid Robots; Key Laboratory of Advanced Equipment Intelligence of the Chongqing Education Commission, Chongqing 401135, China · School of Smart Health, Chongqing Polytechnic University of Electronic Technology, Chongqing 401131, China · Department of Language Science and Technology, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China +1

  11. Cross-Subject Generalization for EEG Decoding: A Survey of Deep Learning Methods

    Apr 29, 2026Taida Li, Yujun Yan, Fei Dou +2Cross-Subject EEG DecodingEEG Decoding

    Department of Computer Science, University of North Carolina at Charlotte, Charlotte, United States · Department of Computer Science, Dartmouth College, Hanover, United States · School of Computing, University of Georgia, Athens, United States +1

  12. Leakage-Audited Benchmarking Reveals Limited Evidence for Cross-Subject Auditory-Evoked EEG Vowel Perception Decoding

    Apr 22, 2026Xiaoyang Li, Zeyan TaoCross-Subject EEG DecodingElectroencephalography

    College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, 110016, China

  13. Foundation Model Guided Dual-Branch Co-Adaptation for Source-Free EEG Decoding

    Apr 21, 2026Peiliang Gong, Han Zhang, Zhen Jiang +5Cross-Subject EEG DecodingSource-Free Domain Adaptation

    College of Computing and Data Science, Nanyang Technological University, 50 Nanyang Avenue, 639798, Singapore · College of Artifical Intelligence and Automation, Hohai University, Changzhou 213022, China · College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China +2

  14. DSAINet: An Efficient Dual-Scale Attentive Interaction Network for General EEG Decoding

    Apr 20, 2026Zhiyuan Ma, Zeyuan Li, Zihao Qiu +6Cross-Subject EEG DecodingEEG Decoding

    School of Biomedical Engineering, Tsinghua Laboratory of Brain and Intelligence, and IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing 100084, China · School of Basic Medical Sciences and Tsinghua Laboratory of Brain and Intelligence, Tsinghua University, Beijing 100084, China · Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing 100084, China +1

  15. PA-TCNet: Pathology-Aware Temporal Calibration with Physiology-Guided Target Refinement for Cross-Subject Motor Imagery EEG Decoding in Stroke Patients

    Apr 17, 2026Xiangkai Wang, Yun Zhao, Dongyi He +5Cross-Subject EEG DecodingBrain-Computer Interfaces

    School of Artificial Intelligence, Chongqing University of Technology, Chongqing 401135, China; Chongqing Key Laboratory of Embodied Intelligence Perception and Autonomous Learning for Humanoid Robots; Key Laboratory of Advanced Equipment Intelligence of the Chongqing Education Commission, Chongqing 401135, China · School of Smart Health, Chongqing Polytechnic University of Electronic Technology, Chongqing 401131, China · Department of Language Science and Technology, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China +2

  16. Group Resonance Network: Learnable Prototypes and Multi-Subject Resonance for EEG Emotion Recognition

    Mar 11, 2026Renwei MengCross-Subject EEG DecodingElectroencephalography

    Anhui University, Hefei, China

  17. Geometry-Aware Deep Congruence Networks for Manifold Learning in Cross-Subject Motor Imagery

    Nov 24, 2025Sanjeev Manivannan, Chandra Shekar LakshminarayanCross-Subject EEG DecodingMI Classification

    Department of Biotechnology · Department of Data Science and Artificial Intelligence

  18. Learning Domain- and Class-Disentangled Prototypes for Domain-Generalized EEG Emotion Recognition

    Sep 1, 2025Guangli Li, Canbiao Wu, Zhehao Zhou +3Cross-Subject EEG DecodingPrototype-Based Classification

    School of Biological Science and Medical Engineering, Hunan University of Technology, Zhuzhou 412008, China · School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen 518060, China · Guangdong Provincial Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen 518060, China +1

  19. Brain foundation model-guided source-selective domain adaptation for cross-subject EEG decoding

    Jul 28, 2025Jinzhou Wu, Baoping Tang, Qikang Li +3Cross-Subject EEG DecodingMulti-Source Domain Adaptation

    State Key Laboratory of Mechanical Transmission, College of Mechanical and Vehicle Engineering, Chongqing University, Chongqing 400044, China · Department of Computer Science, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands · Machine Learning Group, UiT–The Arctic University of Norway, 9019 Tromsø, Norway