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. Making Brain-Computer Interfaces More Secure

    May 22, 2026Md Fahimul Kabir Chowdhury, Gahangir HossainBrain-Computer InterfacesAdversarial Attacks

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

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

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

    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

  3. RAG-based EEG-to-Text Translation Using Deep Learning and LLMs

    May 17, 2026Enrico Collautti, Xiaopeng Mao, Luca Tonin +2Retrieval-Augmented GenerationBrain-Computer Interfaces

    IAS-LAB, Department of Information Engineering, University of Padova, 35122 Padova (PD), Italy · Department of Health Technology, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark · Padova Neuroscience Center, 35131 Padova (PD), Italy.

  4. 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 Interfaces

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

  5. REALM: Retrospective Encoder Alignment for LFP Modeling

    May 14, 2026Peicheng Wu, Zhenyu Bu, Runze Ma +1Brain-Computer InterfacesNeural Decoding

    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

  6. NeuroAtlas: Benchmarking Foundation Models for Clinical EEG and Brain-Computer Interfaces

    May 14, 2026Konstantinos Kontras, Trui Osselaer, Stylianos G. Mouslech +12ElectroencephalographyBrain-Computer Interfaces

    KU Leuven · MIT

  7. Implicit Behavioral Decoding from Next-Step Spike Forecasts at Population Scale

    May 13, 2026John R. Minnick, Jesus Gonzalez-Ferrer, Kamran Hussain +6Brain-Computer InterfacesNeural Processes

    Department of Electrical and Computer Engineering, University of California, Santa Cruz, CA, USA · UC Santa Cruz Genomics Institute, University of California, Santa Cruz, CA, USA · Department of Biomolecular Engineering, University of California, Santa Cruz, CA, USA +2

  8. Revisiting Privacy Preservation in Brain-Computer Interfaces: Conceptual Boundaries, Risk Pathways, and a Protection-Strength Grading Framework

    May 12, 2026Lei Sun, Xiuqing Mao, Shuai Zhang +4Brain-Computer InterfacesPrivacy-Preserving ML

    PLA Information Engineering University, Zhengzhou, 450001, Henan, China

  9. DANCE: Detect and Classify Events in EEG

    May 11, 2026Jarod Lévy, Hubert Banville, Jérémy Rapin +3ElectroencephalographyBrain-Computer Interfaces

    1Meta AI · 2Inria, Université Paris-Saclay, Palaiseau, France

  10. CORTEG: Foundation Models Enable Cross-Modality Representation Transfer from Scalp to Intracranial Brain Recordings

    May 11, 2026Liuyin Yang, Qiang Sun, Bob Van Dyck +2Brain-Computer InterfacesNeural Decoding

    Laboratory for Neuro- & Psychophysiology, Department of Neurosciences, KU Leuven

  11. Explainability of Recurrent Neural Networks for Enhancing P300-based Brain-Computer Interfaces

    May 11, 2026Christian Oliva, Vinicio Changoluisa, Francisco B Rodríguez +1Brain-Computer InterfacesEEG Decoding

    Grupo de Neurocomputación Biológica, Departamento de Ingeniería Informática, Escuela Politécnica Superior, Universidad Autónoma de Madrid, c/ Francisco Tomas y Valiente, 11, Madrid, 28049, Madrid, Spain · Grupo de Investigación en Electrónica y Telemática, Universidad Politécnica Salesiana, Campus el Girón, Ave 12 de Octubre 24-22, Quito, 170143, Quito, Ecuador

  12. 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 +5Cross-Subject EEG DecodingBrain-Computer Interfaces

    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

  13. Zero-Shot Imagined Speech Decoding via Imagined-to-Listened MEG Mapping

    May 8, 2026Maryam Maghsoudi, Shihab ShammaBrain-Computer InterfacesNeural Decoding

    University of Maryland · College Park, MD 20740

  14. UniBCI: Towards a Unified Pretrained Model for Invasive Brain-Computer Interfaces

    Apr 30, 2026Binjie Hong, Rui Xiong, Liyuan Han +1Brain-Computer InterfacesSelf-Supervised Pre-Training

    Brain Science Data Center · CEBSIT, Institute of Neuroscience

  15. On the Identifiability of User Adaptation in Co-Adaptive Neural Interfaces

    Apr 24, 2026Philip WaggonerBrain-Computer InterfacesParameter Identifiability

    Stanford University

  16. MoDAl: Self-Supervised Neural Modality Discovery via Decorrelation for Speech Neuroprosthesis

    Apr 22, 2026Yuanhao Chen, Peter ChinBrain-Computer InterfacesNeural Decoding

    Dartmouth College Hanover, NH, USA

  17. Brain-Inspired Capture: Evidence-Driven Neuromimetic Perceptual Simulation for Visual Decoding

    Apr 20, 2026Feixue Shao, Guangze Shi, Xueyu Liu +6Representation LearningBrain-Computer Interfaces

    School of Mathematics, Taiyuan University of Technology, Shanxi 030024, China · College of Artificial Intelligence, Taiyuan University of Technology, Shanxi 030024, China · National Human Genetics Resource Center, National Research Institute for Family Planning, Beijing 100000, China +1

  18. PA-TCNet: Pathology-Aware Temporal Calibration with Physiology-Guided Target Refinement for Cross-Subject Motor Imagery EEG Decoding in Stroke Patients

    Apr 17, 2026Xiangkai Wang, Yun Zhao, Dongyi He +5Cross-Subject EEG DecodingBrain-Computer Interfaces

    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 +2

  19. Variational Phasor Circuits for Phase-Native Brain-Computer Interface Classification

    Mar 18, 2026Dibakar SigdelMI ClassificationBrain-Computer Interfaces

    Mindverse Computing LLC, WA 98087

  20. Sparse Bayesian Modeling of EEG Channel Interactions Improves P300 Brain-Computer Interface Performance

    Feb 19, 2026Guoxuan Ma, Yuan Zhong, Moyan Li +2Brain-Computer InterfacesEEG Decoding

    Department of Biostatistics, University of Michigan, Ann Arbor MI 48109

  21. NeuroSketch: A Practical Design Recipe for Neural Decoding

    Dec 10, 2025Gaorui Zhang, Zhizhang Yuan, Jialan Yang +4Brain-Computer InterfacesNeural Decoding

    College of Computer Science and Technology, Zhejiang University · Shanghai Institute of Microsystem and Information Technology

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

    Nov 24, 2025Sanjeev Manivannan, Chandra Shekar LakshminarayanCross-Subject EEG DecodingMI Classification

    Department of Biotechnology · Department of Data Science and Artificial Intelligence

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

    Oct 17, 2025Shuntaro Suzuki, Shunya Nagashima, Komei SugiuraMI ClassificationBrain-Computer Interfaces

    Keio University

  24. EEG-based AI-BCI Wheelchair Advancement: Transformer-Based Learning with Motor Imagery for Brain Computer Interface

    Sep 30, 2025Bipul Thapa, Biplov Paneru, Bishwash Paneru +1MI ClassificationBrain-Computer Interfaces

    Department of Computer Science and Engineering, Kathmandu University, Kavre, Nepal · Department of Electronics and Communication Engineering, Nepal Engineering College, Pokhara University, Bhaktapur, Nepal · Department of Applied Sciences and Chemical Engineering, Institute of Engineering, Pulchowk Campus, Tribhuvan University, Lalitpur, Nepal

  25. Decoding the Multimodal Mind: Generalizable Brain-to-Text Translation via Multimodal Alignment and Adaptive Routing

    May 15, 2025Chunyu Ye, Yunhao Zhang, Jingyuan Sun +3Brain-Computer InterfacesNeural Decoding

    1State Key Laboratory of Multimodal Artificial Intelligence System, Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences · Department of Computer Science, The University of Manchester +1