Brain-Computer Interface

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10 papers in the last four weeks, up 100% on the four weeks before. 0.1% of all new papers.

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  1. CortexBridge: Cortical Alignment of EEG Montages for Foundation Models

    Oct 1, 2026Jiazhen Hong, Xiaotian Zhou, Zihao Ding +2Electroencephalography Foundation ModelsElectroencephalography

    Department of Electrical and Computer Engineering, Rutgers University Piscataway, NJ 08854, USA

  2. AutoBCI: Forecast-Guided Agentic Neural Architecture Discovery for EEG-Based Brain--Computer Interfaces

    Sep 28, 2026Muyun Jiang, Yi Ding, Wei Zhang +9Brain-Computer InterfaceNeural Architecture Search

    Nanyang Technological University, Singapore · The University of Hong Kong, Hong Kong, China · Southeast University, China

  3. ThinkNet: Compact Architecture Selection and Validation-Gated Ensembles for Subject-Independent MI-EEG Decoding

    Sep 27, 2026Abdul Basit, Saim Rehman, Muhammad ShafiqueBrain-Computer InterfaceControlled Comparison

    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. Decoding Imagined Speech: A Strictly Subject-Independent Approach Using EEG

    Sep 24, 2026Frederik Møllskov Trier, Xiaopeng Mao, Sadasivan PuthusserypadySmall-Sample Electroencephalogram DatasetsBrain-Computer Interface

    Department of Health Technology Technical University of Denmark Ørsteds Plads, 2800 Kgs. Lyngby, Denmark

  6. 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 InterfaceLatent Representation Alignment

    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

  7. Matched-Input Estimates Differ in Sign Across Architectures: Auditing EEG Foundation Models on Motor Imagery

    Sep 20, 2026Kevin Zhou, Sparsh RoyElectroencephalography Foundation ModelsBrain-Computer Interface

    Hopewell Valley Central High School

  8. FRIST: FMRI Representation Informed Shared-space Training Improves EEG-only Individual-Finger BCI Decoding

    Sep 14, 2026Jintao Zhang, Yidan Ding, Joshua Kosnoff +3Brain-Computer InterfaceFunctional Magnetic Resonance Imaging

    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.

  9. When More Is Not Better: Component Anti-Synergy in a P300 Speller

    Sep 11, 2026Lucas Yang, Rui Liu, Fusheng WangBrain-Computer InterfaceElectroencephalography

    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

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

    Sep 9, 2026Daniel Adu Worae, Aarthy NagarajanBrain-Computer InterfaceFederated Learning

    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

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

    Sep 3, 2026Shreeram Suresh Chandra, Zexin Cai, Yu Tsao +2Flow-Matching Text-To-SpeechNeural Recordings

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

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

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

    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

  13. Augmenting Human Performance with an XR Agent Learning from Online Behavior and BCI Evidence

    Aug 31, 2026Ziheng Li, Xichen He, Haoyan Chen +10Human-In-The-LoopBrain-Computer Interface

    †Columbia University · ‡Emory University

  14. Data-Centric Neuromotor Interfaces for Portable Human-Machine Interaction

    Aug 31, 2026Jiaxuan Li, Di Wu, Jianhua Liu +7Surface ElectromyographyBrain-Computer Interface

    Intelligent Equipment and Medical Device Laboratory, School of Mechanical Engineering, Dalian University of Technology, Dalian 116024, China. · Manufacturing Laboratory, Department of Mechanical Engineering, The University of Tokyo, Tokyo 113-8656, Japan. · Institute of Robotics and Intelligent Systems, Dalian University of Technology, Dalian 116024, China. +1

  15. EEG-PRIME: Prototype-Aligned Representation Learning with Multi-Level Conditioning for EEG Decoding

    Aug 13, 2026Shuailei Zhang, Muyun Jiang, Wei Zhang +5Electroencephalography Foundation ModelsElectroencephalography

    College of Computing and Data Science, Nanyang Technological University, Singapore · Southeast University, China · Centre for AI in Medicine, Nanyang Technological University, Singapore

  16. NeuroPB: Scaling Neural Decoding with Pretrained Behavioral Representations

    Aug 5, 2026Luyao Jin, Yonghao Song, Huan Zhao +2Brain-Computer InterfaceSensorimotor Experience

    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

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

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

    Xidian University

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

    Aug 3, 2026Shantanu Sarkar, Saurabh Prasad, Jose L. Contreras-VidalBrain-Computer InterfaceElectroencephalography

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

  19. 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 +2Electroencephalography Foundation ModelsBrain-Computer Interface

    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

  20. Prototype Adaptation for Zero-Shot sEMG Movement Classification

    Jul 28, 2026Rui Liu, Benjamin PaassenAbox Abduction ProblemSurface Electromyography

    Faculty of Technology, Bielefeld University

  21. From Dyad to Triad: Eliciting XAI Requirements in Stroke Rehabilitation

    Jul 28, 2026Param Rajpura, Yogesh Kumar MeenaRehabilitationXai

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

  22. 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

  23. 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 InterfaceStroke

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

  24. 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 InterfaceDomain Adaptation

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

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

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Brain-Computer InterfaceRobust Cross-Domain Generalization

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

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

    Jul 26, 2026Le Huu Son Hai, Nguyen Chi Hai, Truong Viet Vu +3Brain-Computer InterfaceElectroencephalography

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

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

    Jul 25, 2026Ethan DavisBrain-Computer InterfaceElectroencephalography

    University of Washington, USA

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

    Jul 24, 2026Sergey MusienkoElectroencephalography Foundation ModelsBrain-Computer Interface

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

    Jul 20, 2026Shyamal Y. Dharia, Stephen D. Smith, Camilo E. ValderramaDifferentiable Logic Gate NetworksBrain-Computer Interface

    † 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

  30. An offline approach to fNIRS-guided reinforcement learning for robot behavior

    Jul 15, 2026Julia Santaniello, Madelaine Brower, Benson Jiang +3Scalable Robot LearningBrain-Computer Interface

    Tufts University, School of Engineering

  31. The Capacity of Thought: Benchmarking Llama 3.2 in Semantic fMRI Neural Language Decoding and Improving the Huth Encoding-Model Baseline

    Jul 13, 2026Milos Suvakovic, Dom Marhoefer, Glenn Grant-Richards +1Functional Magnetic Resonance ImagingDecoding

    UC Santa Cruz

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

    Jul 13, 2026Jiamian Li, Niall McShane, Attila Korik +6Brain-Computer InterfaceSensorimotor Experience

    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

  33. Learning the Brain's Dynamics as a Port-Hamiltonian System

    Jul 11, 2026Dibakar SigdelBrain-Computer InterfaceElectroencephalography

    Mindverse Computing LLC, Lynnwood, WA 98087 · 1Mindverse Computing LLC, Lynnwood, WA 98087

  34. When Certificates Fail: A Unified Safety Framework for Embedded Neural Interface Models

    Jul 7, 2026Jasmeet Singh BindraNeural Network VerificationBrain-Computer Interface

    IKSMHA Center, IIT Mandi

  35. DBNN: Neural Spike Classification Using a Deep Binarized Neural Network

    Jul 6, 2026Binyi Ren, Luca M. Meyer, Majid ZamaniSpiking Neural NetworksTime-To-First-Spike

    The School of Electronics and Computer Science (ECS), University of Southampton, Southampton SO17 1BJ, U.K.

  36. 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

  37. Stacked LoRA for Subject-Adaptive EEG Foundation Models in Motor Imagery Decoding

    Jul 3, 2026Aymen Sarhane, Fouad Lbakali, Mouad Souissi +2Electroencephalography Foundation ModelsBrain-Computer Interface

    IMT Atlantique, Lab-STICC, Brest, France

  38. Which Metric Reflects the Spelling Rate Accuracy in Event-Related Potential-Based Brain-Computer Interfaces?

    Jul 1, 2026Okba Bekhelifi, Naoual El Djouher MebtoucheBrain-Computer InterfaceEvaluation Metrics

    Intelligent Systems Research Laboratory (LARESI) · USTOMB · Oran, Algeria +3

  39. Towards Robust EEG Decoding Based on Riemannian Self-Attention

    Jun 24, 2026Shaocheng Jin, Tao Zhou, Rui Wang +4Small-Sample Electroencephalogram DatasetsElectroencephalography

    School of Artificial Intelligence and Computer Science Jiangnan University Wuxi, China · Department of Information Engineering and Computer Science University of Trento Trento, Italy · Centre for Vision, Speech and Signal Processing (CVSSP) University of Surrey Guildford, UK

  40. BrainAgent: A Large Language Model-Driven Multi-Agent Framework for Autonomous Brain Signal Understanding

    Jun 24, 2026Yangxuan Zhou, Sha Zhao, Jiquan Wang +2Brain-Computer InterfaceBrainagent

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

  41. Average Rankings Mask Per-Subject Optimality: A Friedman-Nemenyi Benchmark of EEG Motor-Imagery BCI Decoders

    Jun 23, 2026Xavier Vasques, Paul Barbaste, Olivier OullierBrain-Computer InterfaceElectroencephalography

    IBM Technology, Bois-Colombes, France · IBM France Lab, Orsay, France · Inclusive Brains, Marseille, France +4

  42. SwitchBraidNet: Quantisation-Aware Lightweight Architecture for Hybrid Brain-Computer Interface

    Jun 17, 2026Gourav Siddhad, Yogesh Kumar MeenaBrain-Computer InterfaceElectroencephalography

    Human-AI Interaction (HAIx) Lab, Indian Institute of Technology Gandhinagar, Gujarat, 382055, India

  43. An Augmented Reality Brain-Robot Interface for Generalist Robot Arm Manipulation

    Jun 15, 2026Shangkai Zhang, Rousslan Fernand Julien Dossa, Luca Nunziante +2Brain-Computer InterfaceRobotic Manipulation

    Araya Inc., Chiyoda, Tokyo, Japan

  44. Sensory Restoration via Brain-Computer Interfaces: A Unified 2 x 2 Framework and Convergence Roadmap

    Jun 13, 2026Xuan-The TranBrain-Computer InterfaceSensory Feedback

    HAISmartlink Lab · ANCHISTE, Hai Phong, Vietnam

  45. Test-Time Adaptation of Spiking Neural Networks for Intracortical Neural Decoding using Membrane Potential Alignment

    Jun 12, 2026Guangzhi TangSpiking Neural NetworksBrain-Computer Interface

    Department of Advanced Computing Sciences, Maastricht University Maastricht, The Netherlands

  46. Multi-Modal Multi-Agent Robotic Cognitive Alignment enabled by Non-Invasive Consumer Brain Computer Interfaces: A Proof of Concept Exploration

    Jun 11, 2026Nataliya Kosmyna, Liz Jenkins, Anoop K. SinhaModel-Based Multi-Agent SystemsHuman-Robot Interaction

    GOOGLE, Paradigms of Intelligence, Cambridge, MA, United States · GOOGLE, Paradigms of Intelligence, Mountain View, CA, United States

  47. Deep Sleep Classification via EEG Signal Criticality: A Passive BCI Approach for Sleep-Improvement Neurofeedback

    Jun 11, 2026Stanisław Narębski, Tomasz Komendziński, Tomasz M. RutkowskiSleepElectroencephalography

    Nicolaus Copernicus University, Toru´n, Poland · Araya Inc., Tokyo, Japan · The University of Tokyo, Tokyo, Japan

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

    Jun 7, 2026Jasmeet Singh Bindra, Siddharth PanwarElectroencephalographyBrain-Computer Interface

    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

  49. The Bioelectrical Information Theory: Investigating the theoretical compression limit of bioelectrical signals under artificial intelligence

    Jun 7, 2026Jiawen Zou, Bo YanBrain-Computer InterfaceInformation-Theoretic Limits

    College of Computer Science and Artificial Intelligence, Shanghai Key Laboratory of Intelligent Information Processing, Fudan University, Shanghai 200433, P.R. China

  50. EvoBrain: Continual Learning of EEG Foundation Models Across Heterogeneous BCI Tasks

    Jun 1, 2026Yangxuan Zhou, Sha Zhao, Jiquan Wang +2Brain-Computer InterfaceElectroencephalography Foundation Models

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

  51. A Minimalist Brain-Computer Musical Interface for Real-Time Emotion-Driven Sonification: System Design and Preliminary Evaluation

    May 31, 2026Pablo A. Monroy-D'Croz, Rafael Ramirez-Melendez, Julian Cespedes-GuevaraBrain-Computer InterfaceEmotional Regulation

    Universitat Pompeu Fabra, Barcelona, Spain · Universidad Icesi, Cali, Colombia

  52. Context-aware tokenization for Cross-subject Emotion Decoding from EEG

    May 30, 2026Jiaxin Qing, Lexin LiElectroencephalographyBrain-Computer Interface

    University of California, Berkeley

  53. A Domain-Informed Multi-Objective Framework for EEG Channel Selection in Motor Imagery BCIs

    May 28, 2026Dekka Muni Kumar, Dhruba Jyoti Kalita, Yogesh Kumar MeenaBrain-Computer InterfaceElectroencephalography

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

  54. Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion

    May 28, 2026Yizhuo Lu, Changde Du, Qingyu Shi +5Brain-Computer InterfaceMulti--Task Learning

    NeuBCI Lab, State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology, Institute of Automation, Chinese Academy of Sciences, Beijing, China · School of Future Technology, University of Chinese Academy of Sciences, Beijing, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China +2

  55. A Methodological Framework for Explicit Control of the Speed-Accuracy Trade-off in Brain-Computer Interfaces

    May 26, 2026Javier Jiménez, Francisco B RodríguezBrain-Computer InterfaceSpeeds

  56. The Timing Dependencies of Trust: Speed, Accuracy, and cBCI Neuro-Decoupling in Human-AI Teams

    May 25, 2026Christopher Baker, Stephen Hinton, Akashdeep Nijjar +4Human-Ai CollaborationTeamwork

    School of Electronics, Electrical Engineering and Computer Science Queen's University Belfast · School of Psychology Liverpool John Moores University · School of Computer Science and Electronic Engineering University of Essex +1

  57. Making Brain-Computer Interfaces More Secure

    May 22, 2026Md Fahimul Kabir Chowdhury, Gahangir HossainBrain-Computer InterfaceConvolutional Neural Networks

    Department of Computer Science and Engineering, University of North Texas, USA · Department of Data Science, University of North Texas, USA

  58. BCI-sift: An automated feature selection toolbox for Brain Computer Interface applications

    May 19, 2026Elena C Offenberg, Dirk Keller, Mariska J Vansteensel +3Brain-Computer InterfaceFeature Selection

    Department of Neurology and Neurosurgery, University Medical Center Utrecht Brain Center, Utrecht University, Utrecht, The Netherlands · Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands

  59. nASR: An End-to-End Trainable Neural Layer for Channel-Level EEG Artifact Subspace Reconstruction in Real-Time BCI

    May 14, 2026Shantanu Sarkar, Jose L. Contreras-VidalElectroencephalographyBrain-Computer Interface

    Electrical & Computer Engineering, Univ. of Houston, Houston, TX, USA · Faculty of Electrical & Computer Engineering, Univ. of Houston, Houston, TX, USA

  60. REALM: Retrospective Encoder Alignment for LFP Modeling

    May 14, 2026Peicheng Wu, Zhenyu Bu, Runze Ma +1Brain-Computer InterfaceTime-To-First-Spike

    Department of Biomedical Engineering, The Ohio State University, Columbus, OH, United States · Department of Information Technology, Monash University Malaysia, Subang Jaya, Malaysia · NeuroTech Insititude, Columbus, OH, United States