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. From Handcrafted Features to Functional Edge Learning: Evolution of EEG Seizure Detection Frameworks

    Jun 20, 2026Sepideh Kheirollahi, Mohammad Rasoul RoshanshahElectroencephalographyEEG Seizure Detection

    School of Electrical and Computer Engineering College of Engineering, University of Tehran Tehran, Iran

  2. Evaluation of EEG Foundation Models for Event-Based Burst-Suppression Detection in ICU

    Jun 18, 2026Elisa Vasta, Thorir Mar Ingolfsson, Andrea Cossettini +4ElectroencephalographyEEG Foundation Models

    Neurocritical Care Unit, Institute for Intensive Care Medicine and Department of Neurosurgery, University Hospital Zürich and University of Zürich, Zürich, Switzerland · Integrated Systems Laboratory, ETH Zürich, Zürich, Switzerland · DEI, University of Bologna, Bologna, Italy

  3. Coordinate-Queryable Neural Field Reconstruction for EEG Spatial Super-Resolution with Unseen-Electrode Generation

    Jun 12, 2026Hongjun Liu, Leyu Zhou, Zijianghao Yang +1Electroencephalography

    School of Intelligence Science and Technology, University of Science and Technology Beijing · School of Computer and Communication Engineering, University of Science and Technology Beijing

  4. Reducing the Complexity of Deep Learning Models for EEG Analysis on Wearable Devices

    Jun 10, 2026Farough Shayeste Roodi, Parham Zilouchian Moghaddam, Mahdi Mohammadi-nasab +3ElectroencephalographyEEG Seizure Detection

    School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran · Intelligent Future Technologies (IFT), Mälardalen University, Väster˚as, Sweden · Department of Computer Systems, Tallinn University of Technology (TalTech), Tallinn, Estonia

  5. Spatially Masked Regression Reveals Local and Distributed Predictability in Electrophysiological Recordings

    Jun 9, 2026Maryam Ostadsharif Memar, Nima DehghaniElectroencephalography

    Department of Electrical and Computer Engineering, IUT. · McGovern Institute for Brain Research, Massachusetts Institute of Technology (MIT).

  6. Sleep EEG Signal Criticality as a Non-Invasive Predictor of Cognitive Decline in Dementia

    Jun 9, 2026Stanisław Narębski, Tomasz Komendziński, Tomasz M. RutkowskiElectroencephalographyClinical Outcome Prediction

    Academia Copernicana Nicolaus Copernicus University Toru´n, Poland · Department of Cognitive Science Nicolaus Copernicus University Toru´n, Poland · The University of Tokyo, Tokyo, Japan +2

  7. Transformer Based Model for Spatiotemporal Feature Learning in EEG Emotion Recognition

    Jun 9, 2026Xinglong Cui, Dian GuElectroencephalographyTemporal Attention

    Beijing Neurodeep Technology Co., Ltd, Beijing, 100176, China · University of Pennsylvania, Seattle, 98121, USA

  8. How Much Capacity Does EEG Denoising Need? Ultra-Compact Networks reveal Benchmark Saturation and Metric-Utility Gap

    Jun 7, 2026Jasmeet Singh Bindra, Siddharth PanwarElectroencephalographyNeural Network Compression

    Indian Knowledge Systems and Mental Health Applications (IKSMHA) Center, Indian Institute of Technology Mandi, Himachal Pradesh, India · School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, Himachal Pradesh, India

  9. A spectral audit framework reveals task-dependent aperiodic reliance across EEG and ECG deep learning

    Jun 7, 2026Jasmeet Singh Bindra, Siddharth PanwarElectroencephalographyTime Series Classification

    Indian Knowledge Systems and Mental Health Applications (IKSMHA) Center, Indian Institute of Technology Mandi, Himachal Pradesh, India. · School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, Himachal Pradesh, India.

  10. Structure-Preserving Correction Learning for Sparse Bayesian Inference in Brain Source Imaging

    Jun 5, 2026Marco Morik, Xiao Ruiting, Shinichi Nakajima +2ElectroencephalographyBayesian Inverse Problems

    Berlin Institute for the Foundations of Learning and Data (BIFOLD), Germany · Technische Universität Berlin, Germany · RIKEN Center for Advanced Intelligence Project (AIP), Japan +2

  11. Channel-Oriented Design for EEG-to-Music Reconstruction

    Jun 2, 2026Jiaxin Qing, Junwei Lu, Lexin LiElectroencephalographyCross-Modal Representation Learning

    UC Berkeley · Harvard University

  12. EEG-FuseFormer: A Transformer-Driven Feature Fusion Framework for Seizure Onset Prediction

    Jun 1, 2026Vigneshwar Hariharan, Chithra Reghuvaran, Arlene John +4ElectroencephalographyEEG Seizure Detection

    National University of Singapore · University College Dublin · University of Twente +1

  13. A 1000-hour EEG-EMG-audio dataset of Japanese speech production

    May 31, 2026Motoshige Sato, Ilya Horiguchi, Masakazu Inoue +6Electroencephalography

    Araya Inc., Tokyo, Japan

  14. Beyond Augmentation: Score-Guided Pathological Prior for EEG-based Depression Detection

    May 29, 2026Xiaojing Chen, Jingqi Cheng, Xu Zhao +2ElectroencephalographyDepression Detection

    School of Computer Science and Technology, Hefei University of Technology Hefei, China · School of Computer Science and Information Engineering, Hefei University of Technology Hefei, China

  15. EMAG: Differentiable 4D Gaussian Mixture Splatting for EEG Spatial Super-Resolution

    May 28, 2026Alex Lazarovich, Ofir Itzhak Shahar, Gur Elkin +1ElectroencephalographyGaussian Mixture Models

    Stein Faculty of Computer and Information Science Ben-Gurion University of the Negev, Israel

  16. Prior-Guided Frequency-Calibrated Virtual EEG Channel Inference from Four Frontal Electrodes for Wearable EEG Augmentation

    May 28, 2026Minghao XiaoElectroencephalography

    School of Biomedical Science and Engineering, South China University of Technology, Guangzhou 511442, China · School of Automation Science and Engineering, South China University of Technology, Guangzhou 510640, China

  17. Comparing Post-Hoc Explainable AI Methods for Interpreting Black-Box EEG Models in Depression Detection

    May 27, 2026Antonia Šarčević, Nikolina FridGradient-Based AttributionElectroencephalography

    University of Zagreb Faculty of Electrical Engineering and Computing, Croatia

  18. CaMBRAIN: Real-time, Continuous EEG Inference with Causal State Space Models

    May 27, 2026Abhilash Durgam, Nyle Siddiqui, Jeffrey A. Chan-Santiago +3Efficient Neural Network InferenceElectroencephalography

    CRCV, University of Central Florida · Department of MAE, University of Central Florida · Department of Neurology, Loma Linda University

  19. Decoding Stimulus Reconstruction-Based Auditory Attention Robustly in Unbalanced EEG Datasets

    May 25, 2026Yuanming Zhang, Yayun Liang, Zhibin Lin +1Class-Imbalanced LearningElectroencephalography

    Key Lab of Modern Acoustics, Nanjing University, Nanjing 210093, China · NJU-Horizon Intelligent Audio Lab, Horizon Robotics, Beijing 100094, China

  20. Assessing Region-Level EEG Contributions to Cognitive Workload Prediction

    May 23, 2026Jacob Wong, Sohan Singh, Prannaya Gupta +3ElectroencephalographyEEG Decoding

    School of InfoComm Technology, Ngee Ann Polytechnic · Engineering Product Development Pillar, Singapore University of Technology and Design · NUS High School of Math and Science

  21. TGSD: Topology-Guided State-Space Diffusion Framework for EEG Spatial Super-Resolution

    May 22, 2026Zijian Kang, Weiming Zeng, Yueyang Li +4ElectroencephalographyConditional Diffusion Models

    Lab of Digital Image and Intelligent Computation, Shanghai Maritime University, Shanghai 201306, China · Department of Department of Language Science and Technology, The Hong Kong Polytechnic University, Hong Kong SAR, China · Affiliated Lianyungang Hospital of Xuzhou Medical University, Lianyungang 222002, China

  22. CLSP-REQA: A Real-Time Quality-Aware Closed-Loop Seizure Prediction Framework with Mamba-BiLSTM and Confidence-Gated Intervention

    May 21, 2026Mufeng Chen, Qi Wu, Bingchao Huang +4ElectroencephalographyEEG Seizure Detection

    Department of Engineering Science, University of Oxford, Oxford OX1 3PJ, United Kingdom · Mathematical Institute, University of Oxford, Oxford OX2 6GG, United Kingdom · School of Computer Science and Engineering, Beihang University, Beijing 100191, China +4

  23. L-FAME: Longitudinal Focused Attention Meditation EEG Dataset and Benchmark

    May 21, 2026Angqi Li, Ab Basit Rafi Syed, Hamzeh Alzweri +3ElectroencephalographyEEG Decoding

    Department of CMSE Michigan State University East Lansing, MI 48824 · Department of CSE Michigan State University East Lansing, MI 48824 · Department of Psychology Michigan State University East Lansing, MI 48824 +2

  24. Let EEG Models Learn EEG

    May 20, 2026Yifan Wang, Yijia Ma, Wen Li +1ElectroencephalographyTime Series Generation

    Stony Brook University · University of Texas Health Center at Houston.

  25. Atoms of Thought: Universal EEG Representation Learning with Microstates

    May 19, 2026Xinyang Tian, Ruitao Liu, Ziyi Ye +3ElectroencephalographyRepresentation Learning

  26. Classification of IED-free EEG Responses for Assisted Epilepsy Diagnosis

    May 19, 2026Giacomo Zanardini, Ryan Moesman, Paul van der Kleij +2ElectroencephalographyEEG Decoding

    Signal Processing Systems, Delft University of Technology, Delft, The Netherlands · Department of Neurology, Erasmus Medical Center, Rotterdam, The Netherlands

  27. Subject-Specific Analysis of Self-Initiated Attention Shifts from EEG with Controlled Internal and External Attention Conditions

    May 18, 2026Yuwen Zeng, Dengzhe Hou, Zhang Zhang +4ElectroencephalographyEEG Decoding

    Advanced Institute of Convergence Knowledge Informatics, Tohoku University, Japan · Graduate School of Information Sciences, Tohoku University, Japan · Center for Data-Driven Science and Artificial Intelligence, Tohoku University, Japan +1

  28. 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

  29. Spectral Priors vs. Attention: Investigating the Utility of Attention Mechanisms in EEG-Based Diagnosis

    May 14, 2026Tawsik Jawad, Gowtham Atluri, Vikram RavindraElectroencephalographyTime Series Classification

    University of Cincinnati, Cincinnati, OH, USA

  30. DeepTokenEEG Enhancing Mild Cognitive Impairment and Alzheimers Classification via Tokenized EEG Features

    May 14, 2026Thinh Nguyen-Quang, Minh Long Ngo, Ngoc-Son Nguyen +7ElectroencephalographyAlzheimer's Disease Classification

    Hanoi University of Science and Technology, Hanoi, Vietnam · VNU University of Engineering and Technology, Hanoi, Vietnam · Central Military Hospital 108, Hanoi, Vietnam +1