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. 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

  2. Continuous-Latent Predictive Modeling with Semantic Alignment for EEG-Language Foundation Models

    Aug 12, 2026Myeong-Ju Cho, Hye-Bin Shin, Seo-Hyun Lee +1EEG DecodingPredictive Representation Learning

    Department of Brain and Cognitive Engineering, Korea University, Seoul, Republic of Korea · Department of Artificial Intelligence, Korea University, Seoul, Republic of Korea

  3. A 2-Block Architecture for Real-Time EEG Gait Decoding: A Pilot Study

    Aug 3, 2026Shantanu Sarkar, Saurabh Prasad, Jose L. Contreras-VidalRobotic ControlBrain-Computer Interfaces

    IUCRC BRAIN Center, Cullen College of Engineering, University of Houston, Houston, TX, USA

  4. STEAM: A Spatio-TEmporal Alignment Mixture-of-Experts Model with Hierarchical Pre-training for EEG Decoding

    Aug 3, 2026Zhu Chen, Dingkun Liu, Yuheng Chen +1Brain-Computer InterfacesEEG Decoding

    Ministry of Education Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China · Zhongguancun Academy, Beijing 100094, China

  5. SGAD: A State-Guided Adaptive Decision Framework for Robust EEG-Based Auditory Attention Switch Decoding

    Aug 3, 2026Yuting Ding, Xuefei Wang, Ximin Chen +2Neural DecodingEEG Decoding

    Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen 518055, China · School of Biomedical Engineering, Capital Medical University, Beijing 100069, China

  6. EEG-EditBench: Probing Visual Information in EEG-Image Retrieval Models with Controlled Image Edits

    Jul 30, 2026Kaifan Zhang, Lihuo He, Yuqi Ji +4EEG DecodingEEG-Based Visual Decoding

    School of Electronic Engineering, Xidian University, Xi’an, China · School of Software, Tsinghua University, Beijing, China · Chongqing University of Posts and Telecommunications, Chongqing, China

  7. Checkpoint Selection and Evaluation in EEG Emotion Recognition

    Jul 30, 2026Hanting Suo, Hongxun Wang, Yuwen LiEEG DecodingEEG Emotion Recognition

    School of Instrument Science and Engineering, Southeast University, Nanjing, 210096, China. · The State Key Laboratory of Bioelectronics, Southeast University, Nanjing, 210096, China.

  8. Do EEG Foundation Models Transfer to Speech? A Benchmark on Overt and Imagined Speech Decoding

    Jul 29, 2026Owais Mujtaba Khanday, Mohamed Baha Ben Ticha, Sanae Belfrouh +2EEG DecodingEEG Foundation Models

    Dept. Signal Theory, Telematics and Communications, University of Granada, Spain · Research Centre for Information and Communication Technologies (CITIC-UGR), Spain · Laboratory of Information Technologies, University of Chouaib Doukkali, Morocco +1

  9. Joint Text-Audio Alignment for EEG-to-Text Decoding in Chinese Speech Production and Perception

    Jul 28, 2026Tian Zheng, Xurong Xie, Xinxin Zhu +2Cross-Modal Representation LearningEEG Decoding

    University of the Chinese Academy of Sciences · Institute of Software, Chinese Academy of Sciences · Beijing Language and Culture University

  10. 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

  11. Towards simultaneous decoding of kinetic and kinematic movement parameters during grasp and lift task by noninvasive brain imaging

    Jul 27, 2026Parth G. Dangi, Yogesh Kumar MeenaBrain-Computer InterfacesNeural Decoding

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

  12. ATCNet-CIAM for Multi-Session Motor Imagery EEG Signal Classification

    Jul 26, 2026Le Huu Son Hai, Nguyen Chi Hai, Truong Viet Vu +3MI ClassificationBrain-Computer Interfaces

    Faculty of Information Technology, Van Lang School of Technology, Van Lang University, Ho Chi Minh City 70000, Vietnam

  13. Universal BCI Personalization: One API for Frozen EEG Trunks and Foundation Models

    Jul 24, 2026Sergey MusienkoEEG Decoding

  14. Subject-Level Heterogeneity in EEG Motor Imagery Decoding: A Large-Scale Benchmark and Portfolio-Based Reduction of the Search Space

    Jul 24, 2026Xavier Vasques, Paul Barbaste, Olivier OullierMI ClassificationAlgorithm Selection

    IBM Technology, Bois-Colombes, France · IBM France Lab, Orsay, France · Wavestone, Paris, France +4

  15. Cross-Cohort Spectral-Temporal Dissociation in Frozen EEG Foundation-Model Representations

    Jul 23, 2026Marzieh ZareElectroencephalographyEEG Decoding

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

  16. Transition-Related Potentials as Markers of Narrative Comprehension in Continuous EEG

    Jul 22, 2026Bálint Csanády, Péter Vedres, Kristóf Zsolt Makó +6ElectroencephalographyEEG Decoding

    ELTE Eötvös Loránd University, Budapest, Hungary · Budapest University of Technology and Economics, Budapest, Hungary · HUN-REN Wigner Research Centre for Physics, Budapest, Hungary +3

  17. Is EEG-to-Text Feasible in Real-World Scenarios? An In-Depth Analysis Using a Neuropsychology-Inspired Benchmark

    Jul 21, 2026Zihan Zhang, Yu Bao, Xiao Ding +2ElectroencephalographyEEG Decoding

    Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology · Shanghai Innovation Institute · Shanghai Innovation Institute, Shanghai, China +3

  18. End-to-End Markov State Sequence Learning for Auditory Attention Decoding

    Jul 21, 2026Yushan Yashengjiang, Jie Zhang, Miao Sun +3Markov ModelsNeural Decoding

    NERC-SLIP, University of Science and Technology of China (USTC), Hefei 230027, China · School of Information and Communication Engineering, Guangzhou Maritime University, Guangzhou 510725, China · Artificial Intelligence Research Institute, iFLYTEK Company, Ltd., Hefei 230088, China +1

  19. Addressing Limited Data in Auditory Attention Decoding with Diffusion Generative Models

    Jul 20, 2026David Rannaleet, Victor Gunnarsson, Bo Bernhardsson +2Synthetic Data AugmentationNeural Decoding

    Department of Automatic Control, Lund University, Lund, Sweden. · Eriksholm Research Centre, Snekkersten, Denmark. · Department of Electrical Engineering, Linköping University, Linköping, Sweden.

  20. Learning Residual Kinematic Corrections for Continuous Neural Decoding via Reinforcement Learning

    Jul 13, 2026Jiamian Li, Niall McShane, Attila Korik +6Brain-Computer InterfacesNeural Decoding

    Department of Computer Science, University of Bath, Bath, BA2 7AY · Intelligent Systems Research Centre, University of Ulster, BT48 7JL · Bath Institute for the Augmented Human, University of Bath, Bath, BA2 7AY +1

  21. PHINN-EEG: Topological Time-Series Analysis of Dream-State EEG -- Dynamic Betti Curves for Dream Content Classification and Topology-Conditioned Neural Signal Synthesis

    Jul 10, 2026Ren Takahashi, Emre Yusuf, Jayabrata BhaduriEEG DecodingPersistent Homology

    Mugen.Codes (DBA of CapaCloud Corp, Wyoming)

  22. CoCoT-EEG: Contrastive-Pretrained Multiscale Convolutional Transformer for EEG Decoding

    Jul 10, 2026Gabriel Mahuas, Victoria Shevchenko, Ugo Tanielian +2Contrastive LearningHybrid CNN-Transformer Architectures

    Sigma Nova Paris, France · Goethe University Frankfurt Frankfurt, Germany

  23. Wavelet Scattering Transform for Interpretable Schizophrenia Biomarker Discovery and Classification from Resting-State EEG

    Jul 6, 2026Md. Taksimul Ahsan Tawhid, Nasif Ahmed Rafe, Alif Tahmid Priyom +1ElectroencephalographyEEG Decoding

    Department of EECE, Military Institute of Science and Technology (MIST), Mirpur Cantonment, Dhaka, 1216, Bangladesh

  24. SleepBand: Single-Source Domain Generalization for Sleep Staging via Physiologically Structured Spectral Modeling

    Jul 6, 2026Zhi Lu, Yang Hu, Yan ChenSleep Stage ClassificationEEG Decoding

    Laboratory of Intelligent Collaborative Computing, University of Electronic Science and Technology of China, Chengdu 611731, China · School of Information Science and Technology, University of Science and Technology of China, Hefei 230026, China · School of Cyber Science and Technology, University of Science and Technology of China, Hefei 230026, China

  25. EEG-Based Imagined Speech Decoding Using a Hybrid CNN-SNN Architecture

    Jul 4, 2026Fatima Shalhoub, Mariam Al Mawla, Kabalan Chaccour +2Brain-Computer InterfacesEEG Decoding

    TICKET Lab., Antonine University, Hadat-Baabda, Lebanon · Doctoral School of Science, Technology, and Engineering, University of Granada, Granada, Spain · University of Technology Belfort-Montb´eliard, SINERGIES, F-90000 Belfort, France +3

  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. A Granularity-Aware EEG Feature Framework for Psychopathology Dimension Prediction

    Jul 2, 2026Haofan Cheng, Jingjing Hu, Jingrong Pei +6EEG DecodingMental Health

    School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230601, China · Preventive Medicine Institute & Medical Innovation Center, The Fourth Military Medical University, Xi’an, 710032, China · Key Laboratory of Knowledge Engineering with Big Data (Ministry of Education of China), Hefei University of Technology, Hefei, 230601, China

  28. Single-Channel EEG-Based Cognitive Load Assessment in Online Learning: A Hybrid Deep Learning Approach

    Jul 2, 2026Rowan Hussein, Mohamed OufElectroencephalographyEEG Decoding

    University of Ottawa Ottawa, Ontario, Canada · Queen’s University Kingston, Ontario, Canada

  29. MindAU: EEG-Conditioned Facial Action Unit Editing via Dual-Stream Manifold Alignment

    Jul 1, 2026Zhenhang Li, Xin Zhou, Hao Deng +1EEG DecodingCross-Modal Alignment

    Binghamton University · Massachusetts General Hospital

  30. Temporal Feature Extractors in EEG Foundation Models: A Controlled Comparison Including a Pretrained Time-Series Model

    Jun 29, 2026Ayşe Betül Yüce, Chris Joey Leffler, Sarun Varghese +2EEG DecodingTime-Series Foundation Models

    Otto von Guericke University Magdeburg, Artificial Intelligence Lab, Faculty of Computer Science, Magdeburg, Germany · Otto von Guericke University Magdeburg, Knowledge Management and Discovery Lab, Faculty of Computer Science, Magdeburg, Germany