Brain-Computer Interfaces

Also known as BCI

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11 papers in the last four weeks, up 175% on the four weeks before. 0.1% of all new papers.

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  1. 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

  2. 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

  3. 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

  4. 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

  5. Brain-Conditioned Action Policies for Neural Motor Decoding

    Sep 28, 2026Luyao Jin, Running Zhao, Huan Zhao +2Brain-Computer InterfacesNeural Decoding

    Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong · Department of Electrical and Computer Engineering, University of Hong Kong · School of Biomedical Sciences, The Chinese University of Hong Kong

  6. Jev Matches 7B Language Models for Speech-Neuroprosthesis Rescoring

    Sep 27, 2026Gabriele CinàBrain-Computer InterfacesNeural Decoding

  7. 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

  8. Brain-to-Language Decoding: Tasks, Signals, Methods, Evaluation, Practical Use and Beyond

    Sep 23, 2026Yiqian Yang, Yiqun Duan, Chenyu Liu +4Brain-Computer InterfacesNeural Decoding

    Uploading Inc · Human-centric Artificial Intelligence Centre, University of Technology Sydney · Stanford Institute for Human-Centered Artificial Intelligence (HAI), Stanford University

  9. Stable Neural Decoding Across Sessions via Task-Conditioned Latent Alignment for Brain-Machine Interfaces

    Sep 23, 2026Canyang Zhao, Bolin Peng, J. Patrick Mayo +2Brain-Computer InterfacesNeural Decoding

    Institute of Automation, Chinese Academy of Sciences, Beijing, China · Departments of Ophthalmology and Bioengineering, University of Pittsburgh, Pittsburgh, USA · School of Science and Engineering, Chinese University of Hong Kong, Shenzhen, China

  10. 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.

  11. 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

  12. 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

  13. Brain2Speech-Net: Fast and Intelligible Brain-to-Speech Synthesis Without Text Decoding

    Sep 3, 2026Shreeram Suresh Chandra, Zexin Cai, Yu Tsao +2Brain-Computer InterfacesNeural Decoding

    Johns Hopkins University, USA · Academia Sinica, Taiwan · University of Edinburgh, UK

  14. The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain100

    Sep 3, 2026Francesco Mantegna, Gereon Elvers, Dulhan Jayalath +18Brain-Computer InterfacesNeural Decoding

    PNPL, Department of Engineering Science, University of Oxford, UK · 2OHBA, Oxford Centre for Integrative Neuroimaging, University of Oxford, UK · 3FMRIB, Oxford Centre for Integrative Neuroimaging, University of Oxford, UK +6

  15. A Common Measure of Communication for Speech Brain-Computer Interfaces

    Sep 2, 2026Dulhan Jayalath, Benjamin Ballyk, Oiwi Parker JonesBrain-Computer InterfacesAutomated Evaluation

    Neural Processing Lab (PNPL ), University of Oxford

  16. 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

  17. NeuroPB: Scaling Neural Decoding with Pretrained Behavioral Representations

    Aug 5, 2026Luyao Jin, Yonghao Song, Huan Zhao +2Representation LearningBrain-Computer Interfaces

    Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong · Department of Biomedical Engineering, School of Medicine, Tsinghua University · School of Biomedical Sciences, The Chinese University of Hong Kong

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

    Aug 4, 2026Xiao Fan, Hongbin Guo, Yubo Han +1Cross-Subject EEG DecodingBrain-Computer Interfaces

    Xidian University

  19. 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

  20. 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

  21. 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

  22. 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

  23. A Cyclic Adaptation-Generalization Framework with Uncertainty-Guided Self-Paced Learning for Long-Term Brain-Machine Interfaces

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Brain-Computer InterfacesUnsupervised Domain Adaptation

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China · 2Nanhu Brain-Computer Interface Institute, Hangzhou, China

  24. Self-Supervised Consistency Enhanced Disentangled Learning for Neural Decoding Generalization in Brain-Machine Interface

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Disentangled Representation LearningBrain-Computer Interfaces

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China · Nanhu Brain-Computer Interface Institute, Hangzhou, China

  25. 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

  26. Bayesian Complete-Pooling in Cross-Subject Classification for Motor Imagery Electroencephalogram

    Jul 25, 2026Ethan DavisCross-Subject EEG DecodingMI Classification

    University of Washington, USA

  27. Not All EEG Moments Are Equal: Position-Adaptive Time Scheduling for EEG Generation

    Jul 25, 2026Boheng Liu, Ziyu Li, Chenghua Duan +2Brain-Computer InterfacesTime Series Generation

    School of Computer Science and Technology Beijing Institute of Technology Beijing, China

  28. Differentiable Logic Gate Networks for Low-Latency EEG Classification on Edge Devices

    Jul 20, 2026Shyamal Y. Dharia, Stephen D. Smith, Camilo E. ValderramaElectroencephalographyBrain-Computer Interfaces

    † The University of Winnipeg, Department of Applied Computer Science · ‡ The University of Winnipeg, Department of Psychology · ⋄University of Manitoba, Department of Electrical and Computer Engineering +1

  29. 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

  30. Event-based Neural Decoding for Neuroprosthetic Motor Control

    Jul 13, 2026Khaleelulla Khan Nazeer, Sirine Arfa, Matthias Jobst +2Efficient Neural Network InferenceBrain-Computer Interfaces

    Chair of Highly-Parallel VLSI-Systems and Neuromorphic Circuits, Technische Universität Dresden, Germany · Centre for Tactile Internet with Human-in-the-Loop (CeTI), Dresden, Germany