Brain-Computer Interfaces

Also known as BCI

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 85

All topics
CardsList

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

    Jul 11, 2026Dibakar SigdelDynamical SystemsBrain-Computer Interfaces

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

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

    Jul 7, 2026Jasmeet Singh BindraBrain-Computer InterfacesNeural Network Robustness

    IKSMHA Center, IIT Mandi

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

    Jul 6, 2026Binyi Ren, Luca M. Meyer, Majid ZamaniEfficient Neural Network InferenceBrain-Computer Interfaces

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

  4. Physiological Noise Augmentation Improves Non-Invasive Brain-to-Speech

    Jul 6, 2026Benjamin Ballyk, Teyun Kwon, Miran Özdogan +1Brain-Computer InterfacesData Augmentation

    PNPL Department of Engineering Science University of Oxford

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

    Jul 4, 2026Fatima Shalhoub, Mariam Al Mawla, Kabalan Chaccour +2Brain-Computer InterfacesEEG Decoding

    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

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

    Jul 3, 2026Aymen Sarhane, Fouad Lbakali, Mouad Souissi +2Cross-Subject EEG DecodingBrain-Computer Interfaces

    IMT Atlantique, Lab-STICC, Brest, France

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

    Jul 1, 2026Okba Bekhelifi, Naoual El Djouher MebtoucheElectroencephalographyBrain-Computer Interfaces

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

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

    Jun 24, 2026Shaocheng Jin, Tao Zhou, Rui Wang +4Brain-Computer InterfacesSelf-Attention

    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

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

    Jun 24, 2026Yangxuan Zhou, Sha Zhao, Jiquan Wang +2Multi-Agent LLM SystemsBrain-Computer Interfaces

    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

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

    Jun 23, 2026Xavier Vasques, Paul Barbaste, Olivier OullierMI ClassificationBrain-Computer Interfaces

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

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

    Jun 17, 2026Gourav Siddhad, Yogesh Kumar MeenaEfficient Neural Network InferenceBrain-Computer Interfaces

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

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

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

    Araya Inc., Chiyoda, Tokyo, Japan

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

    Jun 13, 2026Xuan-The TranBrain-Computer Interfaces

    HAISmartlink Lab · ANCHISTE, Hai Phong, Vietnam

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

    Jun 12, 2026Guangzhi TangTest-Time AdaptationBrain-Computer Interfaces

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

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

    Jun 11, 2026Stanisław Narębski, Tomasz Komendziński, Tomasz M. RutkowskiSleep Stage ClassificationBrain-Computer Interfaces

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

  16. GRAFT: Gain-Recalibrated Adapters for Transformer-Based Neural Population Activity Modeling

    Jun 9, 2026Xiangsheng Ge, Yang XieBrain-Computer InterfacesTransformer

    Shanghai Jiao Tong University

  17. Brain-Prompt Injection: A Route-Safety Audit for BCI-LLM Agents

    Jun 8, 2026Jianwei TaiBrain-Computer InterfacesLLM Agent Security

    School of Internet, Anhui University

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

    Jun 7, 2026Jiawen Zou, Bo YanBrain-Computer InterfacesInformation Bottleneck

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

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

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

    UC Berkeley · Harvard University

  20. ERP-XTTN: Interpretable Prototype-Guided Cross-Attention for Cross-Subject ERP Classification

    Jun 1, 2026Charlotte Genevier Wyman, Leanne HirshfieldCross-Subject EEG DecodingPrototype-Based Classification

    University of Colorado Boulder, Boulder, CO, United States of America

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

    Jun 1, 2026Ziyuan Li, Yueru Sun, Yimeng ZhangCross-Subject EEG DecodingBrain-Computer Interfaces

    South China University of Technology, Guangzhou, China

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

    Jun 1, 2026Yangxuan Zhou, Sha Zhao, Jiquan Wang +2Brain-Computer InterfacesEEG Decoding

    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

  23. 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 InterfacesControllable Music Generation

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

  24. OmniEEG-Bench: A Standardized Evaluation Benchmark for EEG Foundation Models

    May 30, 2026Ziling Lu, Zongsheng Li, Xinke Shen +11Brain-Computer InterfacesBenchmark Design

    Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, China · School of Computer Science and Engineering, The Chinese University of Hong Kong, Shenzhen, China · Omni-Intelligence, Shenzhen, China +1

  25. MindVoice: Reconstructing Intelligible Speech from Non-invasive Neural Signals with Pretrained Priors

    May 29, 2026Guangyin Bao, Taiping Zeng, Jianfeng Feng +1Brain-Computer InterfacesNeural Decoding

    Fudan University

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

    May 28, 2026Dekka Muni Kumar, Dhruba Jyoti Kalita, Yogesh Kumar MeenaMI ClassificationBrain-Computer Interfaces

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

  27. 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 InterfacesUnified Multimodal Models

    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

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

    May 26, 2026Javier Jiménez, Francisco B RodríguezBrain-Computer InterfacesEEG Decoding

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

    May 25, 2026Christopher Baker, Stephen Hinton, Akashdeep Nijjar +4Brain-Computer InterfacesTrust in AI

    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

  30. End-to-End Intracortical Speech Decoding from Neural Activity

    May 23, 2026Owais Mujtaba Khanday, Jose A. Gonzalez-Lopez, Marc Ouellet +2Brain-Computer InterfacesNeural Decoding

    1Dpt. of Signal Theory, Telematics and Communications, University of Granada, Spain · 2Brain, Mind, and Behavior Research Center, University of Granada, Spain · 3Grupo CSUR de Epilepsia Refractaria, Hospital Virgen de Las Nieves (Granada), Spain