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. SPD-MetaFormer is what you need for small-data brain decoding

    Oct 7, 2026Zhida Wang, Wei Lyu, Guo Yu +1EEG DecodingAttention Mechanisms

  2. A multi-scenario EEG dataset for auditory attention decoding in naturalistic multi-talker environments

    Oct 7, 2026Shu Peng, Rui Liu, Yufei Zhang +7EEG DecodingSpeech Processing

    Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong SAR, China · Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China

  3. Multimodal LLMs Can Learn to Read Brain Signals: A Vision--Language Model for Unified Multi-Task EEG Decoding

    Oct 7, 2026Parastoo Azizeddin, Omid Sharafi, Maryam M. ShanechiEEG DecodingMultimodal Foundation Models

    Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California · Thomas Lord Department of Computer Science, University of Southern California · Alfred E. Mann Department of Biomedical Engineering, University of Southern California +1

  4. Benchmarking Label-Revealed Online Updates for EEG BCI Decoding

    Oct 5, 2026Bogdan Kozyrskiy, Artem Grachev, Abraham I. Camelo GuerreroBrain-Computer InterfacesEEG Decoding

    Independent Researcher, France · Independent Researcher, Germany · School of Information Technology, York University, Toronto, Canada

  5. CortexBridge: Cortical Alignment of EEG Montages for Foundation Models

    Oct 1, 2026Jiazhen Hong, Xiaotian Zhou, Zihao Ding +2ElectroencephalographyBrain-Computer Interfaces

    Department of Electrical and Computer Engineering, Rutgers University Piscataway, NJ 08854, USA

  6. NEUROTOKEN: Joint Source and Directional AAD with Envelope Decoding via Conditional Flow Matching

    Sep 30, 2026Ali Alavi, Donald S. WilliamsonNeural DecodingEEG Decoding

    Department of Computer Science and Engineering Ohio State University Columbus, OH, 43210

  7. AutoBCI: Forecast-Guided Agentic Neural Architecture Discovery for EEG-Based Brain--Computer Interfaces

    Sep 28, 2026Muyun Jiang, Yi Ding, Wei Zhang +9Brain-Computer InterfacesLarge Language Model-Guided NAS

    Nanyang Technological University, Singapore · The University of Hong Kong, Hong Kong, China · Southeast University, China

  8. 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

  9. 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

  10. EEG-Fusion: Failure-Informed Source-Free Expert Routing for Robust Motor Imagery EEG Decoding

    Sep 27, 2026Abdul Basit, Saim Rehman, Muhammad ShafiqueSource-Free Domain AdaptationMI Classification

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

  11. Neuron-Level Architecture Growth: A Controlled Evaluation for EEG Time-Series Decoding

    Sep 27, 2026Adam Mounir, Stella Douka, Arnault H. Caillet +2Neural DecodingEEG Decoding

    Inria TAU – LISN, Université Paris-Saclay, France · Yneuro, Paris, France · Imperial College London, UK +1

  12. What masking geometry works best for EEG foundation models?

    Sep 27, 2026Pierre Guetschel, Bruno Aristimunha, Yassine El Ouahidi +3Masked AutoencodersEEG Decoding

    Donders Institute for Brain, Cognition and Behaviour Radboud University Nijmegen, The Netherlands · Yneuro, University of California San Diego, Paris, France · Lab-STICC, IMT Atlantique Brest, France +2

  13. AERIAL: Adversarial Evaluation of Robustness in Accuracy-Preserving Low-Precision EEG Decoders

    Sep 24, 2026Saim Rehman, Muhammad ShafiqueQuantization-Aware TrainingEEG Decoding

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

  14. 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

  15. Personalised federated learning for Riemannian and Euclidean EEG decoding

    Sep 24, 2026Thibault Pautrel, Florent Bouchard, Ammar Mian +1EEG DecodingFederated Learning

    Universit´e Paris-Saclay, CNRS, CentraleSup´elec, L2S, France · Universit´e Savoie Mont-Blanc, LISTIC, France

  16. HDND: Hierarchical Dynamic Neural Decoding for Multilingual Word/Character Retrieval from Non-Invasive Brain Recordings

    Sep 21, 2026Yueyang Li, Shuran Chen, Wai Ting Siok +1Dynamic Neural NetworksNeural Decoding

    Department of Language Science and Technology, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China

  17. Matched-Input Estimates Differ in Sign Across Architectures: Auditing EEG Foundation Models on Motor Imagery

    Sep 20, 2026Kevin Zhou, Sparsh RoyMI ClassificationEEG Decoding

    Hopewell Valley Central High School

  18. Deep Learning-Based Classification of Cognitive and Resting States Using Electroencephalography Signals

    Sep 17, 2026K. A. Januka S. Fernando, Harshit SrivastavaElectroencephalographyEEG Decoding

    School of Computing Technologies, RMIT University, 124 La Trobe Street, Melbourne, VIC 3000

  19. 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

  20. Dataset-Dependent Effects of Cross-Depth Aggregation and Soft-Routed Experts in EEG Foundation Model Fine-Tuning

    Sep 15, 2026Mingyang Jiang, Yamin Li, Daniel Moyer +3Attention Residual ConnectionsEEG Decoding

    Department of Computer Science, Vanderbilt University · Department of Biomedical Informatics and Data Science, Yale University

  21. FRIST: FMRI Representation Informed Shared-space Training Improves EEG-only Individual-Finger BCI Decoding

    Sep 14, 2026Jintao Zhang, Yidan Ding, Joshua Kosnoff +3MI ClassificationCross-Modal Representation Learning

    Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA. · Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA. · Neuroscience Institute, Carnegie Mellon University, Pittsburgh, PA 15213, USA.

  22. RAMamba-Net: A Reliability-Aware and Mamba-Based Multimodal Fusion Network for Auditory Attention Detection

    Sep 12, 2026Xingyi He, Ziwei Wang, Dongrui WuNeural DecodingEEG Decoding

    School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, China

  23. When More Is Not Better: Component Anti-Synergy in a P300 Speller

    Sep 11, 2026Lucas Yang, Rui Liu, Fusheng WangBrain-Computer InterfacesEEG Decoding

    Parkland High School Allentown, PA, USA · Dept. of Computer Science Stony Brook University Stony Brook, NY, USA · Dept. of Computer Science Dept. of Biomedical Informatics Stony Brook University Stony Brook, NY, USA

  24. Adaptive Anisotropic Attention for Axis-Structured Signals

    Sep 8, 2026Mahir Jain, Parshva Runwal, Aditya Ray Mishra +4EEG DecodingAttention Mechanisms

    Mannas AI · IIT Mandi

  25. 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

  26. EEG-AS: Instance-Level Foundation Model Selection for EEG Foundation Models via Behavior Reconstruction

    Sep 1, 2026Yunzhen Zhang, Ruoxi Piao, Hasan Onur Keles +1Algorithm SelectionEEG Decoding

    Duke Kunshan University · Ankara University

  27. 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

  28. NeuroPriv: Adversarial Representation Learning for Privacy in Wearable EEG Systems

    Aug 31, 2026Sarmistha Sarna Gomasta, Bhawana Chhaglani, Prashant ShenoyAdversarial TrainingElectroencephalography

    University of Massachusetts Amherst · United States

  29. 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

  30. 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