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. SPDAlign: Interpretable Riemannian Alignment for EEG Forward Modeling Shifts

    Oct 5, 2026Shanglin Li, Shiwen Chu, Okan Koç +5Cross-Subject EEG DecodingUnsupervised Domain Adaptation

    BIFOLD, Germany · Technical University of Berlin, Germany · Advanced Telecommunications Research Institute International, Japan +2

  2. Structured Visual Target Learning For Cross-Subject eeg-to-image retrieval

    Sep 29, 2026Salini Yadav, Taveena Lotey, Mickaël Coustaty +2Cross-Subject EEG DecodingVisual Representation Learning

    Indian Institute of Technology Roorkee, India · University of La Rochelle, France · Indian Institute of Technology (ISM) Dhanbad, India

  3. Separating personal from population gains when calibrating EEG foundation models for new users

    Sep 28, 2026Xilin Tao, Kani ChenCross-Subject EEG DecodingMI Classification

    Department of Mathematics, The Hong Kong University of Science and Technology, Hong Kong SAR, China · Department of Industrial Engineering and Decision Analytics, The Hong Kong University of Science and Technology, Hong Kong SAR, China

  4. T-SNN: Temporal Simplicial Neural Network for EEG Decoding

    Sep 27, 2026Nikita Malik, Shubhajit Roy, Mohit Kataria +4Cross-Subject EEG DecodingEEG Decoding

    Bharti School of Telecommunication Technology and Management Indian Institute of Technology, Delhi · Department of Computer Science & Engineering Indian Institute of Technology, Gandhinagar · Yardi School of Artificial Intelligence Indian Institute of Technology, Delhi +4

  5. ThinkNet: Compact Architecture Selection and Validation-Gated Ensembles for Subject-Independent MI-EEG Decoding

    Sep 27, 2026Abdul Basit, Saim Rehman, Muhammad ShafiqueCross-Subject EEG DecodingMI Classification

    eBRAIN Lab, Division of Engineering New York University (NYU) Abu Dhabi, Abu Dhabi, UAE

  6. Decoding Imagined Speech: A Strictly Subject-Independent Approach Using EEG

    Sep 24, 2026Frederik Møllskov Trier, Xiaopeng Mao, Sadasivan PuthusserypadyCross-Subject EEG DecodingElectroencephalography

    Department of Health Technology Technical University of Denmark Ørsteds Plads, 2800 Kgs. Lyngby, Denmark

  7. Adaptive Forgetting for Nonstationary Optimization: Towards Robust EEG Decoding

    Sep 21, 2026Hongyu Zhu, Lin Chen, Jing Chen +2Cross-Subject EEG DecodingAdaptive Gradient Methods

    Chongqing Institute of Green Intelligent Technology, Chinese Academy of Sciences · Beijing University of Posts and Telecommunications · School of Resources and Environment, University of Electronic Science and Technology of China

  8. RPA: Residual Patch-Token Adapter for Image Retrieval from EEG and MEG

    Sep 19, 2026Yuhui Jin, Yonghao Song, Bingchuan LiuCross-Subject EEG DecodingCross-Modal Representation Learning

    Vortek Lab Inc. · Department of Computer Science and Technology, Tsinghua University · Biology and Biological Engineering, California Institute of Technology

  9. Beyond Flattened Tokens: Structure-Preserving EEG Decoding with Reusable TriDim Blocks

    Sep 17, 2026Shiyue Su, Song Wang, Zekai Zhan +7Cross-Subject EEG DecodingEEG Decoding

    Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, China. · Omni-Intelligence, Shenzhen, China. · Department of Computer Science, The Chinese University of Hong Kong, Shenzhen, 518172, China. +2

  10. iMINDBench: iEEG Multi-Institution Neural Decoding Benchmark

    Sep 16, 2026Geeling Chau, Saba Hashemi, Yonghyeon Gwon +9Cross-Subject EEG DecodingElectroencephalography

    Caltech · USC · Seoul National University +2

  11. EEG-Driven Decoding Framework for Passenger Hazard Perception in Highly Automated Vehicles

    Sep 7, 2026Yingkai Yang, Ashton Yu Xuan Tan, Bowen Li +10Cross-Subject EEG DecodingEEG Decoding

    School of Vehicle and Mobility, Tsinghua University, Beijing 100084, China · Department of Electrical and Electronic Engineering, Imperial College London, London SW7 2AZ, United Kingdom · School of Medicine, Tsinghua University, Beijing 100084, China +3

  12. EEG-VID: Task-Guided Latent Predictive Pretraining for EEG Decoding and Assistive Target Selection

    Sep 1, 2026Guanzhong Sun, Junyi Ma, Yuxuan Wu +2Cross-Subject EEG DecodingSelf-Supervised Pre-Training

    School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, China · School of Automation and Intelligent Sensing, Shanghai Jiao Tong University, Shanghai, China · Shanghai Innovation Institute, Shanghai, China +1

  13. Lightweight Adaptation of EEG Foundation Models for Stroke Motor Imagery Decoding: Domain Shift and Subject-Level Robustness

    Aug 31, 2026Anh T. Nguyen, Zihua Sun, Michelle J. JohnsonCross-Subject EEG DecodingMI Classification

    School of Engineering and Applied Science, Department of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA · School of Engineering and Applied Science, Department of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, PA, USA · Department of Physical Medicine and Rehabilitation, Department of Bioengineering, and Department of Mechanical Engineering and Applied Mechanics, University of Pennsylvania, Philadelphia, PA, USA

  14. EEG Decoding Using CNN and LSTM Network

    Aug 13, 2026Athanasios KaragounisCross-Subject EEG DecodingMI Classification

    School of Science, Department of Digital Industry Technologies GR34400, Psachna, Greece

  15. EEG-PRIME: Prototype-Aligned Representation Learning with Multi-Level Conditioning for EEG Decoding

    Aug 13, 2026Shuailei Zhang, Muyun Jiang, Wei Zhang +5Cross-Subject EEG DecodingZero-Shot Learning

    College of Computing and Data Science, Nanyang Technological University, Singapore · Southeast University, China · Centre for AI in Medicine, Nanyang Technological University, Singapore

  16. Graph Learning for Cross-Subject, Cross-Population EEG Emotion Decoding and Model-Derived Spatial-Spectral Neural Signatures

    Aug 13, 2026Dongyi He, Bin Jiang, Xiangkai Wang +4Cross-Subject EEG DecodingEEG Decoding

    School of Artificial Intelligence, Chongqing University of Technology, Chongqing, 400054, China · School of Smart Health, Chongqing Polytechnic University of Electronic Technology, Chongqing, 401331, China · Affiliated Lianyungang Hospital of Xuzhou Medical University, Lianyungang, 222002, China +1

  17. Beyond Local Power: Functional Connectivity Analysis for Subject-Independent Learning Style Recognition

    Aug 12, 2026Wiga Maulana Baihaqi, Indriana Hidayah, Sri Kusrohmaniah +1Cross-Subject EEG DecodingFunctional Connectivity

    Dept. of Electrical and Information Engineering, Faculty of Engineering, Universitas Gadjah Mada, Yogyakarta, Indonesia · Department of Psychology, Faculty of Psychology, Universitas Gadjah Mada, Yogyakarta, Indonesia

  18. MGMCL: Multi-Granularity Manifold Contrastive Learning With Neural ODEs for Cross-Subject EEG Emotion Recognition

    Aug 9, 2026Xiang XieCross-Subject EEG DecodingContrastive Learning

  19. Rectifying Geometric Misalignment: Online Source-Free Adaptation for Class-Imbalanced EEG

    Aug 5, 2026Shiwen Chu, Shanglin Li, Motoaki Kawanabe +1Cross-Subject EEG DecodingClass-Imbalanced Learning

    Advanced Telecommunications Research Institute International, 2-2-2 Hikaridai Seika-cho, Soraku-gun, Kyoto, Japan · BIFOLD – Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany · Nara Institute of Science and Technology, 8916-5 Takayama-cho, Ikoma, Nara, Japan

  20. Frequency-Decorrelated Temporal Ensembles for EEG--fNIRS Imagined-Handwriting Decoding

    Aug 4, 2026Xiao Fan, Hongbin Guo, Yubo Han +1Cross-Subject EEG DecodingBrain-Computer Interfaces

    Xidian University

  21. LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging

    Jul 28, 2026Chongjian Wang, Zhenghang Hou, Junjie Gao +3Cross-Subject EEG DecodingElectroencephalography

    School of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, 266590, Shandong, China · School of Artificial Intelligence, Shandong Women’s University, Jinan, 250352, Shandong, China · School of Computer Science and Engineering, South China University of Technology, Guangzhou, 510641, Guangdong, China

  22. What EEG Foundation Models Encode: Dataset Identity and a Negative-Control Suite for Clinical Benchmarks

    Jul 27, 2026Marzieh ZareCross-Subject EEG DecodingElectroencephalography

    Universit´e Laval, School of Psychology, Quebec City, QC, Canada · NeuroGenis Inc., Toronto, ON, Canada

  23. EEGForceFusion: Joint Tokenised-Continuous Representation Learning for Subject-Independent Grasp Force Decoding

    Jul 27, 2026Sankalp Sunil Turankar, Yogesh Kumar MeenaCross-Subject EEG DecodingBrain-Computer Interfaces

    with Human-AI Interaction (HAIx) Lab, IIT Gandhinagar, India

  24. Bayesian Complete-Pooling in Cross-Subject Classification for Motor Imagery Electroencephalogram

    Jul 25, 2026Ethan DavisCross-Subject EEG DecodingMI Classification

    University of Washington, USA

  25. Multimodal Pretraining for Generalizable EEG Representation Learning

    Jul 23, 2026Targol Bakhtiarvand, Jugal Kalita, Adham AtyabiCross-Subject EEG DecodingElectroencephalography

    Department of Computer Science, University of Colorado Colorado Springs, Colorado Springs, CO, USA

  26. Stacked LoRA for Subject-Adaptive EEG Foundation Models in Motor Imagery Decoding

    Jul 3, 2026Aymen Sarhane, Fouad Lbakali, Mouad Souissi +2Cross-Subject EEG DecodingBrain-Computer Interfaces

    IMT Atlantique, Lab-STICC, Brest, France

  27. I\textsuperscript{2}RiMA: Spectral Riemannian Representation with Temporal Attention for Mental Stress Detection based on EEG Signals

    Jul 1, 2026Cheng He, Kunyu Peng, Shangen Han +3Cross-Subject EEG DecodingElectroencephalography

    Laboratory of Neural Computing and Intelligent Perception, College of Information Engineering, Capital Normal University, Beijing, China · Karlsruhe Institute of Technology, Germany · School of Psychology, Capital Normal University, Beijing, China

  28. PRISM: Prioritized Channel Importance with Semi-supervised Domain Adaptation for Cross-Subject EEG Emotion Recognition

    Jul 1, 2026Xin Zhou, Xiang Zhang, Hao Deng +1Cross-Subject EEG DecodingUnsupervised Domain Adaptation

    School of Computing, T. J Watson College of Engineering and Applied Science, Binghamton University - State University of New York, Binghamton, NY 13902 USA · Massachusetts General Hospital, Harvard University, Boston, MA 02114 USA

  29. 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

  30. 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