Electroencephalography

Also known as EEG

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15 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Similar Predictive Fit but Different Latent Dynamics: Characterizing Learned Dynamical Structure in Personalized Models of Brain Disorders

    Oct 7, 2026Rita Huan-Ting Peng, Nhat BuiLatent Dynamics ModelingElectroencephalography

    University of Illinois Urbana-Champaign, Urbana, IL, USA · Carle Foundation Hospital, Urbana, IL, USA

  2. A Proof-of-Concept Study of Weakly Supervised Labeling of Fine-Grained EEG Components for Artifact Attenuation

    Oct 7, 2026Lu Wang-Nöth, Hai Huang, Philipp Heiler +3ElectroencephalographyWeakly Supervised Learning

    Institute for Applied Computer Science, University of the Bundeswehr Munich, Munich, Germany · brainboost GmbH, Munich, Germany · Graduate School of Engineering Science, The University of Osaka, Osaka, Japan +1

  3. Sensor Geometry as a Flow-Matching Prior for Multi-Channel Brain Signals

    Oct 6, 2026Jaedong HwangElectroencephalographyTime Series Generation

    Massachusetts Institute of Technology

  4. CANDLE: Cortical Null-Space Decomposition for Noninvasive Brain Source Imaging

    Oct 6, 2026Shuntaro Suzuki, Yuiga Wada, Komei SugiuraElectroencephalographyNeuroimaging

    Keio University

  5. SpecBraM: What Should an EEG Foundation Model Predict? Masked Band-Power Prediction versus Waveform Reconstruction

    Oct 5, 2026Peng Xie, Yequan Bie, Jianda Mao +1ElectroencephalographySleep Stage Classification

    The Hong Kong University of Science and Technology

  6. Decoupling Time and Space: A Temporally Conditioned Refinement for EEG Source Imaging

    Oct 5, 2026Marco Morik, Jesse Palarus, Carmen Vidaurre +2Electroencephalography

    Berlin Institute for the Foundations of Learning and Data, Germany · Machine Learning Group, Technische Universität Berlin, Germany · Basque Center on Cognition, Brain and Language, Mikeletegi Pasealekua, Spain +4

  7. 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

  8. Fusion techniques of time frequency-based images to predict the outcome of rTMS depression therapy

    Sep 30, 2026Wael Korani, Md Fahimul Kabir Chowdhury, Mohammed Aledhari +2ElectroencephalographyClinical Outcome Prediction

  9. NeurDuo-EEG: A Long-Sequence EEG Foundation Model with Persistent State and Explicit Memory

    Sep 29, 2026Yifan Wang, Haiping Liu, Yang Cui +13Memory-Augmented Neural NetworksElectroencephalography

    University of Manchester · ETH Zürich · Shanghai Jiao Tong University +5

  10. GRFBrain: Graph-Structured Rectified Flows for EEG Dynamic Modeling

    Sep 29, 2026Haohui Jia, Zheng Chen, Jathurshan Pradeepkumar +4ElectroencephalographyFunctional Connectivity

    Faculty of Information Science and Technology, Hokkaido University, Japan · SANKEN, The University of Osaka, Japan · Department of Computer Science, University of Illinois Urbana-Champaign, USA +1

  11. NeuroDyn-EEG: An Interpretable Pre-trained Model for EEG Based on Neural Dynamics

    Sep 29, 2026Yi Cui, Tong Zhao, Jiaxin Lei +5ElectroencephalographyNeural Posterior Estimation

    Gnosis Neurodynamics Co. Ltd, Room 202, West Area, Building North 1, No. 9 Yard, Shengmingyuan Road, Changping District, Beijing, China · School of Biomedical Engineering, Tsinghua Medicine, Tsinghua University, Beijing, China · University of California, Davis, department of psychology +2

  12. Identifying Neural Source Dynamics from Unknown Local Interventions

    Sep 28, 2026Ayana Mussabayeva, Jiaqi Sun, Anuar Aimoldin +2Dynamical SystemsElectroencephalography

    Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE · Carnegie Mellon University (CMU), Pittsburgh, PA, USA

  13. 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

  14. Adaptive Cortically Constrained EEG-Vision Alignment for Zero-Shot Brain-to-Image Retrieval

    Sep 21, 2026Ye Wang, Haokun Ren, Wei Wu +4ElectroencephalographyEEG-Based Visual Decoding

    School of Artificial Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China · School of Medicine, Shanghai Jiaotong University, Shanghai, China · National Center for Applied Mathematics in Chongqing, Chongqing Normal University, Chongqing, China +1

  15. 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

  16. 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

  17. Schizophrenia Detection from EEG Signals: A Transformer Framework with Spectrogram Representation

    Sep 12, 2026Abtin Shafiei, Mohsen Hooshmand, Majid RamezaniElectroencephalographyHybrid CNN-Transformer Architectures

    Department of Computer Sciences and Information Technology Institute for Advanced Studies in Basic Sciences Zanjan, Iran

  18. MANAS-2: Constrained Reconstruction for EEG Foundation Models

    Sep 12, 2026Arvasu Kulkarni, Aditya Ray Mishra, Jeet Bandhu Lahiri +5ElectroencephalographyMasked Autoencoders

    Mannas AI · Indian Institute of Technology, Mandi

  19. Differentially Private EEG Feature Anonymization: A Privacy-Utility Case Study in Clinical Neurophysiology

    Sep 11, 2026Noman Sadiq, Mohsen TooraniElectroencephalographyPrivacy-Preserving ML

    Department of Science and Industry Systems University of South-Eastern Norway Kongsberg, Norway

  20. NEXUS-MI: Communication-Aware Federated Personalization for Gateway-Coordinated Motor-Imagery Brain-Computer Interfaces

    Sep 9, 2026Daniel Adu Worae, Aarthy NagarajanElectroencephalographyBrain-Computer Interfaces

    Department of Computer Science and Engineering, University of Notre Dame, 307 Fitzpatrick Hall, Notre Dame, IN 46556, USA · Department of Computer Science and Engineering and the Lucy Family Institute for Data and Society, University of Notre Dame, Notre Dame, IN 46556, USA

  21. EEGBind: Detecting Source-Level Interictal Epileptiform Discharges via EEG-Centric Multimodal Binding

    Sep 9, 2026Muchen Li, Anglin Liu, Xuetian Gao +2ElectroencephalographyMultimodal Fusion

    Artificial Intelligence Thrust The Hong Kong University of Science and Technology (Guangzhou) Guangzhou, Guangdong, China · Ringgee Smart Technologies Co., Ltd. Fuzhou, Fujian, China

  22. 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

  23. GraM-Diff: A Unified Graph-Mamba Diffusion Framework for EEG-Based Alzheimer's Disease Data Generation and Diagnosis

    Aug 30, 2026M. Tanveer, Ayush Singh Rana, Sanskriti Jain +5Synthetic Data AugmentationElectroencephalography

    Indian Institute of Technology Indore, Indore 453552, Madhya Pradesh, India

  24. BrainBench: Benchmarking Large Language Models for Comprehensive EEG Understanding

    Aug 4, 2026Yangxuan Zhou, Sha Zhao, Yuning Chen +4ElectroencephalographyLLM Evaluation

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

  25. Detecting high-frequency brain disorder signals using dynamic mode decomposition from EEG

    Aug 3, 2026Jacob Kang, Jong-Hyeon SeoElectroencephalographyDynamic Mode Decomposition

    Fischell Department of Bioengineering, University of Maryland, College Park, MD, United States · School of Basic Sciences, Hanbat National University, Daejeon, Republic of Korea

  26. Deep Learning CNN and Recurrence Analysis for Alpha Gamma EEG Biomarkers in Fragile X Syndrome

    Aug 1, 2026Zag ElSayed, Payton Siekierski, Jack Yanchen Liu +1Convolutional RNNsElectroencephalography

    School of Information Technology (SoIT), University of Cincinnati, Ohio, USA · Division of Child and Adolescent Psychiatry Cincinnati Children’s Hospital Medical Center, Ohio, USA

  27. S-CEReBrO: Breaking the Memory Barrier in Continuous EEG Monitoring

    Jul 30, 2026Glenn Anta Bucagu, Thorir Mar Ingolfsson, Yawei Li +1Efficient Transformer InferenceElectroencephalography

    ETH Zurich, Zurich, Switzerland · Nanyang Technological University, Singapore · University of Bologna, Bologna, Italy

  28. ZUNA1.1: A more flexible EEG foundation model for Denoising and Super-resolution

    Jul 29, 2026Christopher Warner, Jonas Mago, JR Huml +1ElectroencephalographyEEG Foundation Models

    Zyphra San Francisco, CA

  29. Detecting seizure onset and offset times using human intelligence: A critical-transitions-based approach

    Jul 29, 2026Andrew Flynn, Cian McCafferty, Klaus Lehnertz +4ElectroencephalographyEEG Seizure Detection

    School of Mathematical Sciences, University College Cork, T12 XF62 Cork, Ireland. · INFANT Research Centre, University College Cork, T12 DC4A Cork, Ireland. · Department of Anatomy & Neuroscience, University College Cork, Cork, Ireland. +6

  30. Rethinking EEG-Based Disease Diagnosis: Decoupling Instance Representation Learning from Subject-Level Supervision

    Jul 29, 2026Zhiyuan Ma, Zeyuan Li, Zhiyi Lu +7ElectroencephalographySelf-Supervised Time Series Representation Learning

    School of Biomedical Engineering, Tsinghua Medicine, Tsinghua University · Department of Biomedical Engineering, Southern University of Science and Technology