Electroencephalography Decoding

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

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

    Sep 29, 2026Salini Yadav, Taveena Lotey, Mickaël Coustaty +2Electroencephalography DecodingVision Encoders

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

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

    Sep 27, 2026Nikita Malik, Shubhajit Roy, Mohit Kataria +4Electroencephalography DecodingElectroencephalography

    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

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

    Sep 27, 2026Abdul Basit, Saim Rehman, Muhammad ShafiqueElectroencephalography DecodingElectroencephalography

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

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

    Sep 24, 2026Saim Rehman, Muhammad ShafiqueBrain-Computer InterfaceElectroencephalography Decoding

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

  5. Personalised federated learning for Riemannian and Euclidean EEG decoding

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

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

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

    Sep 21, 2026Ye Wang, Haokun Ren, Wei Wu +4Electroencephalography DecodingHuman Visual Cortex

    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

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

    Sep 17, 2026Shiyue Su, Song Wang, Zekai Zhan +7Electroencephalography DecodingElectroencephalography

    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

  8. BrainFocus: EEG-Guided ROI Selection for Efficient Vision-Language Models

    Sep 15, 2026Yihui Peng, Guorui Lu, Qinyu ChenVisual Question Answering BenchmarksElectroencephalography Decoding

    Leiden Institute of Advanced Computer Science (LIACS), Leiden University, The Netherlands

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

    Sep 1, 2026Guanzhong Sun, Junyi Ma, Yuxuan Wu +2Electroencephalography DecodingElectroencephalography

    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

  10. EEG Decoding Using CNN and LSTM Network

    Aug 13, 2026Athanasios KaragounisElectroencephalography DecodingCnn-Lstm

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

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

    Aug 4, 2026Xiao Fan, Hongbin Guo, Yubo Han +1Electroencephalography DecodingBrain-Computer Interface

    Xidian University

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

    Jul 28, 2026Tian Zheng, Xurong Xie, Xinxin Zhu +2Electroencephalography DecodingElectroencephalography

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

  13. CogEEGAgent: Toward Autonomous Cognitive EEG Analysis with Grounded Execution and Selection-Aware Verification

    Jul 27, 2026Dengzhe Hou, Lingyu Jiang, Fangzhou Lin +1ElectroencephalographyElectroencephalography Decoding

    1Graduate School of Information Sciences, Tohoku University · 2Unprecedented-scale Data Analytics Center, Tohoku University · 3Texas A&M University +1

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

    Jul 27, 2026Sankalp Sunil Turankar, Yogesh Kumar MeenaElectroencephalography DecodingBrain-Computer Interface

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

  15. Visual Semantic Decoding of Electrocorticography from Video Stimuli using End-to-End Deep Learning

    Jul 21, 2026Stella Ho, Joel Villalobos, Joseph West +7Electroencephalography DecodingHuman Visual Cortex

    Department of Biomedical Engineering and Graeme Clark Institute The University of Melbourne Victoria, Australia · School of Computing and Information Systems The University of Melbourne Victoria, Australia · Bionics Institute Victoria, Australia +2

  16. FSDBN: Foreground-Aware EEG-Visual Alignment via Dynamic Brain Networks

    Jul 20, 2026Yiheng Liu, Chuhang Zheng, Peiliang Gong +3Electroencephalography DecodingHuman Brain Networks

    College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing, China · The International Joint Institute of Tianjin University, Fuzhou, Tianjin University, Tianjin, China

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

    Jul 4, 2026Fatima Shalhoub, Mariam Al Mawla, Kabalan Chaccour +2Electroencephalography DecodingBrain-Computer Interface

    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

  18. See the Emotion: A Facial Emoji Proxy Modeling for EEG Emotion Recognition

    Jul 3, 2026Jingjing Hu, Guo Dan, Haofan Cheng +4Electroencephalography DecodingEmotion Recognition

    Hefei University of Technology · Institute of Artificial Intelligence, Hefei Comprehensive National Science Center · The Key Laboratory of Knowledge Engineering with Big Data, Hefei University of Technology +3

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

    Jul 1, 2026Zhenhang Li, Xin Zhou, Hao Deng +1Electroencephalography DecodingFacial Expression Recognition

    Binghamton University · Massachusetts General Hospital

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

    Jul 1, 2026Xin Zhou, Xiang Zhang, Hao Deng +1Electroencephalography DecodingElectroencephalography

    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

  21. What Does the Brain See? Multiview Neural Representations to Demystify the Brain-Visual Alignment

    Jun 24, 2026Salini Yadav, Taveena Lotey, Pravendra Singh +1Electroencephalography DecodingVisual Perception

    Department of CSE IIT Roorkee, India · Department of CSE IIT (ISM) Dhanbad, India

  22. Dual-Stream EEG Decoding for 3D Visual Perception

    Jun 20, 2026Ninon Lizé Masclef, Taisija Demcenko, Antonella Catanzaro +1Electroencephalography Decoding3D Perception

    Massachusetts Institute of Technology

  23. Learning aligned EEG representations with subject-specific encoders

    Jun 15, 2026Bruna J. Lopes, Gabriel Schwartz, Sylvain Chevallier +2Electroencephalography DecodingElectroencephalography

    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

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

    Jun 2, 2026Jiaxin Qing, Junwei Lu, Lexin LiElectroencephalography DecodingAuditory Attention

    UC Berkeley · Harvard University

  25. EVA-Net: Subject-Independent EEG Motor Decoding with Video-Derived Motor Priors

    Jun 1, 2026Ziyuan Li, Yueru Sun, Yimeng ZhangElectroencephalography DecodingControlled Comparison

    South China University of Technology, Guangzhou, China

  26. SYNAPSE: Neuro-Symbolic Visual Thought-to-Text Decoding via Topological Semantic Denoising

    May 27, 2026Akshaj Murhekar, Abhijit MishraElectroencephalography DecodingNeuro-Symbolic Framework

    School of Information University of Texas at Austin

  27. STAMBRIDGE: Spectral-Temporal Amplitude-aware Mid-Feature Bridge for EEG Visual Decoding

    May 22, 2026Jiahe Meng, Weiming Zeng, Yueyang Li +5Electroencephalography DecodingElectroencephalography

    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 SAR, China · Department of Neurology, Affiliated Lianyungang Hospital of Xuzhou Medical University, Lianyungang 222002, China +1

  28. Brain-to-Image Retrieval and Reconstruction via Multimodal EEG Alignment

    May 18, 2026Chi Kit Wong, Yan Liu, Haowen YanElectroencephalography DecodingContrastive Language-Image Pre-Training Model

  29. Neuroscience-inspired Staged Representation Learning with Disentangled Coarse- and Fine-Grained Semantics for EEG Visual Decoding

    May 16, 2026Xiang Gao, Hui Tian, Yanming Zhu +2Electroencephalography DecodingNeuroscience

    School of Information and Communication Technology, Griffith University, Parklands Drive, Southport, 4222, QLD, Australia

  30. Neural Visual Decoding via Cognitive guided Adaptive Blurring and Information Constrained Alignment

    May 14, 2026Fan Yin, Chuhang Zheng, Peiliang Gong +2Electroencephalography DecodingElectroencephalography

    Department of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing, China · Department of Electrical and Information Engineering, Tianjin University, Tianjin, China

  31. CFSPMNet: Cross-subject Fourier-guided Spatial-Patch Mamba Network for EEG Motor Imagery Decoding in Stroke Patients

    May 11, 2026Xiangkai Wang, Yun Zhao, Dongyi He +5Electroencephalography DecodingBrain-Computer Interface

    School of Artificial Intelligence, Chongqing University of Technology, Chongqing 401135, China; Chongqing Key Laboratory of Embodied Intelligence Perception and Autonomous Learning for Humanoid Robots; Key Laboratory of Advanced Equipment Intelligence of the Chongqing Education Commission, Chongqing 401135, China · School of Smart Health, Chongqing Polytechnic University of Electronic Technology, Chongqing 401131, China · Department of Language Science and Technology, The Hong Kong Polytechnic University, Hung Hom, Hong Kong SAR, China +1

  32. MindMelody: A Closed-Loop EEG-Driven System for Personalized Music Intervention

    May 2, 2026Yimeng Zhang, Yueru Sun, Haoyu Gu +1Generative MusicMelody

    South China University of Technology, Guangzhou, China

  33. SIMON: Saliency-aware Integrative Multi-view Object-centric Neural Decoding

    May 1, 2026YuSheng Lin, Ji-Hwa Tsai, Chun-Shu WeiElectroencephalography DecodingMulti-View

    National Yang Ming Chiao Tung University, Taiwan

  34. Cross-Subject Generalization for EEG Decoding: A Survey of Deep Learning Methods

    Apr 29, 2026Taida Li, Yujun Yan, Fei Dou +2Electroencephalography DecodingElectroencephalography Foundation Models

    Department of Computer Science, University of North Carolina at Charlotte, Charlotte, United States · Department of Computer Science, Dartmouth College, Hanover, United States · School of Computing, University of Georgia, Athens, United States +1

  35. Interpretable EEG Microstate Discovery via Variational Deep Embedding: A Systematic Architecture Search with Multi-Quadrant Evaluation

    Apr 29, 2026Saheed Faremi, Andrea Visentin, Luca LongoElectroencephalography DecodingElectroencephalography

    School of Computer Science and Information Technology, University College Cork, Western Road, Cork, T12 XF62, Ireland · Artificial Intelligence and Cognitive Load Research Lab, University College Cork, Ireland · Insight RI Research Centre for Data Analytics, University College Cork, Ireland

  36. ViBE: Visual-to-M/EEG Brain Encoding via Spatio-Temporal VAE and Distribution-Aligned Projection

    Apr 29, 2026Ganxi Xu, Zhao-Rong Lai, Yuting Tang +6Electroencephalography DecodingStar-Vae

    Jinan University, Guangzhou, China · The First Affiliated Hospital of Jinan University, Guangzhou, China · Tsinghua University, Beijing, China +2

  37. Structure-Guided Diffusion Model for EEG-Based Visual Cognition Reconstruction

    Apr 24, 2026Yongxiang Lian, Yueyang Cang, Pingge Hu +2Electroencephalography DecodingVisual Perception

    Department of Automation Tsinghua University Haidian District, 100084, Beijing, China · China Academy of Information and Communications Technology Haidian District, 100084, Beijing, China

  38. Foundation Model Guided Dual-Branch Co-Adaptation for Source-Free EEG Decoding

    Apr 21, 2026Peiliang Gong, Han Zhang, Zhen Jiang +5Electroencephalography Foundation ModelsElectroencephalography Decoding

    College of Computing and Data Science, Nanyang Technological University, 50 Nanyang Avenue, 639798, Singapore · College of Artifical Intelligence and Automation, Hohai University, Changzhou 213022, China · College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China +2

  39. Geometry-Aware Deep Congruence Networks for Manifold Learning in Cross-Subject Motor Imagery

    Nov 24, 2025Sanjeev Manivannan, Chandra Shekar LakshminarayanElectroencephalography DecodingElectroencephalography

    Department of Biotechnology · Department of Data Science and Artificial Intelligence

  40. Cortical-SSM: A Deep State Space Model for Motor Imagery Decoding from EEG Signals

    Oct 17, 2025Shuntaro Suzuki, Shunya Nagashima, Komei SugiuraElectroencephalography DecodingBrain-Computer Interface

    Keio University