脑机接口 / BCI

Benchmarking Neural Decoding Backbones towards Enhanced On-edge iBCI Applications

Zhou Zhou, Guohang He, Zheng Zhang, Luziwei Leng, Qinghai Guo, Jianxing Liao, Xuan Song, Ran Cheng

专题命中 神经假体 ：neural decoding(title,abstract)；brain-computer interface(abstract)；分类 eess.SP、cs.LG、cs.HC

Neuronal Jamming Cyberattack over Invasive BCI Affecting the Resolution of Tasks Requiring Visual Capabilities

Sergio López Bernal, Alberto Huertas Celdrán, Gregorio Martínez Pérez

专题命中 神经假体 ：BCI(title,abstract)；brain-computer interface(abstract)；neural signal(abstract)

Multi-command Tactile and Auditory Brain Computer Interface based on Head Position Stimulation

H. Mori, Y. Matsumoto, Z. R. Struzik, K. Mori, S. Makino, D. Mandic, T. M. Rutkowski

专题命中 神经假体 ：brain computer interface(title,abstract)；BCI(abstract)；分类 q-bio.NC、cs.HC；brain-computer interface(comments)

Comments Proceedings of the Fifth International Brain-Computer Interface Meeting 2013, 2 pages, 1 figure

An open-source implementation of a closed-loop electrocorticographic Brain-Computer Interface using Micromed, FieldTrip, and PsychoPy

基于Micromed、FieldTrip和PsychoPy的闭环电极皮层脑机接口开源实现

Bob Van Dyck, Arne Van Den Kerchove, Marc M. Van Hulle

专题命中 神经假体 ：brain-computer interface(title,abstract)；BCI(abstract)；分类 eess.SP、cs.HC

AI总结 本文提出基于Micromed、FieldTrip和PsychoPy的闭环电极皮层BCI开源实现，提供三个定制库以促进BCI研究的定制化和灵活性。

Journal ref Biomedical Signal Processing and Control, Volume 117, 2026, 109539, ISSN 1746-8094

BrainForm: a Serious Game for BCI Training and Data Collection

Michele Romani, Devis Zanoni, Elisabetta Farella, Luca Turchet

机构 * University of Trento（特伦托大学） ； Fondazione Bruno Kessler（布鲁诺·凯斯勒基金会） 纠错

专题命中 神经假体 ：BCI(title,abstract)；brain-computer interface(abstract)；分类 cs.LG、cs.HC

Comments 15 pages, 6 figures. Author-accepted version. Accepted for presentation at the Brain Informatics 2025 conference, to appear in Springer Lecture Notes in Artificial Intelligence (LNAI) Brain Informatics Books Series. The final authenticated version will be available via SpringerLink

Towards Developing Brain-Computer Interfaces for People with Multiple Sclerosis

John S. Russo, Tim Mahoney, Kirill Kokorin, Ashley Reynolds, Chin-Hsuan Sophie Lin, Sam E. John, David B. Grayden

专题命中 神经假体 ：brain-computer interface(title,abstract)；BCI(abstract)；分类 q-bio.NC、cs.HC

Comments 18 pages, 9 figures, 1 table. For supplementary material, please contact the corresponding author; corrected ordering of figures 6 and 7

Online Optimization of Stimulation Speed in an Auditory Brain-Computer Interface under Time Constraints

Jan Sosulski, David Hübner, Aaron Klein, Michael Tangermann

专题命中 神经假体 ：brain-computer interface(title,abstract)；BCI(abstract)；分类 q-bio.NC、cs.LG

Chromatic and High-frequency cVEP-based BCI Paradigm

Daiki Aminaka, Shoji Makino, Tomasz M. Rutkowski

专题命中 神经假体 ：BCI(title,abstract)；brain-computer interface(abstract)；分类 q-bio.NC、cs.HC

Comments 4 pages, 4 figures, accepted for EMBC 2015, IEEE copyright

Multicommand Tactile Brain Computer Interface based on Fingertips or Head Stimulation

Hiromu Mori, Yoshihiro Matsumoto, Koichi Mori, Victor Kryssanov, Shoji Makino, Zbigniew R. Struzik, Gen Hori, Tomasz M. Rutkowski

专题命中 神经假体 ：brain computer interface(title,abstract)；BCI(abstract)；分类 q-bio.NC、cs.HC

Comments This paper has been withdrawn by the author due to extension of the research and submission to the other conference

Closed-loop Neuroprosthetic Control through Spared Neural Activity Enables Proportional Foot Movements after Spinal Cord Injury

通过保留的神经活动实现闭环神经假体控制以在脊髓损伤后实现比例足部运动

Vlad Cnejevici, Matthias Ponfick, Dietmar Fey, Raul C. Sîmpetru, Alessandro Del Vecchio

专题命中 神经假体 ：neuroprosthetic(title,abstract)；neural signal(abstract)；分类 cs.HC

AI总结 研究通过保留的神经信号解码实现闭环神经假体控制，帮助脊髓损伤患者恢复足部运动，展示了使用FES系统和可穿戴EMG解码的可行性与效果。

Comments 17 pages, 6 figures, 2 tables, 2 supplementary figures, 1 supplementary table

Intelligent and Miniaturized Neural Interfaces: An Emerging Era in Neurotechnology

Mahsa Shoaran, Uisub Shin, MohammadAli Shaeri

专题命中 神经假体 ：neural interface(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Journal ref 2024 IEEE Custom Integrated Circuits Conference (CICC), Denver, CO, USA, 2024, pp. 1-7

Older Adults and Brain-Computer Interface: An Exploratory Study

Wiesław Kopeć, Jarosław Kowalski, Julia Paluch, Anna Jaskulska, Kinga Skorupska, Marcin Niewiński, Maciej Krzywicki, Cezary Biele

专题命中 神经假体 ：brain-computer interface(title,abstract)；BCI(abstract)；分类 cs.HC

Closed-Loop Neural Interfaces with Embedded Machine Learning

Bingzhao Zhu, Uisub Shin, Mahsa Shoaran

专题命中 神经假体 ：neural interface(title,abstract)；neural signal(abstract)；分类 cs.LG

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

UniBCI: 向侵入式脑机接口的统一预训练模型迈进

Binjie Hong, Rui Xiong, Liyuan Han, Tielin Zhang

专题命中 神经假体 ：brain-computer interface(title,abstract)；neural signal(abstract)

AI总结 本文提出UniBCI模型，通过整合上下文条件空间时间分块、层次化区间面积注意力机制和可扩展自监督掩码信号重建目标，实现对侵入式神经信号的高效表征学习，提升模型泛化能力与效率。

An in situ self-adaptive hydrogel coating enables seamless neural interfaces via okra mucilage polysaccharide and α-helical peptide amphiphiles co-assembly

原位自适应水凝胶涂层通过木薯胶多糖和α-螺旋肽两亲分子共组装实现无缝神经接口

Tenglong Luo, Yiqing Guo, Shanshan Su, Qiaoyu Yang, Wen Deng, Zhangfeng Huang, Zhiquan Yu, Dawen Yu, Yubin Ke, Hua Yang, Jiecong Wang, Dewen Zhang, Yuanhao Wu

专题命中 神经假体 ：neural interface(title,abstract)；cortical(abstract)

AI总结 本研究通过木薯胶多糖与α-螺旋肽两亲分子共组装制备了具有环境响应性的软神经接口，解决了机械不匹配和慢性神经炎症问题，实现了稳定高质量的神经记录。

Dareplane: A modular open-source software platform for BCI research with application in closed-loop deep brain stimulation

Matthias Dold, Joana Pereira, Bastian Sajonz, Volker A. Coenen, Jordy Thielen, Marcus L. F. Janssen, Michael Tangermann

专题命中 神经假体 ：BCI(title,abstract)；brain-computer interface(abstract)

Method for Evaluating the Number of Signal Sources and Application to Non-invasive Brain-computer Interface

Alexandra Bernadotte, Victor Buchstaber

专题命中 神经假体 ：brain-computer interface(title,abstract)；分类 q-bio.NC、eess.SP、cs.HC

Comments 13 pages, 8 figures

A Wearable EEG System for Closed-Loop Neuromodulation of High-Frequency Sleep-Related Oscillations

Scott Bressler, Ryan Neely, Heather Read, Ryan Yost, David Wang

专题命中 神经假体 ：EEG(title,abstract)；cortical(abstract)

Comments 31 pages, 10 main figures, 5 supplementary figures

Application of the reciprocity theorem to EEG inversion and optimization of EEG-driven transcranial current stimulation (tCS, including tDCS, tACS, tRNS)

Giulio Ruffini

专题命中 神经假体 ：EEG(title,abstract)；cortical(abstract)

Comments 11 pages, 4 figures

Riemannian Geometry for the classification of brain states with intracortical brain-computer interfaces

Arnau Marin-Llobet, Arnau Manasanch, Sergio Sanchez-Manso, Lluc Tresserras, Xinhe Zhang, Yining Hua, Hao Zhao, Melody Torao-Angosto, Maria V Sanchez-Vives, Leonardo Dalla Porta

专题命中 神经假体 ：brain-computer interface(title)；brain computer interface(abstract)；分类 q-bio.NC、cs.LG

Comments Preprint

Non-invasive Neural Decoding in Source Reconstructed Brain Space

Yonatan Gideoni, Ryan Charles Timms, Oiwi Parker Jones

专题命中 神经假体 ：neural decoding(title)；EEG(abstract)；分类 eess.SP、cs.LG

Comments 21 pages, 5 figures, 14 tables, under review

Closed-Loop phase selection in EEG-TMS using Bayesian Optimization

Miriam Kirchhoff, Dania Humaidan, Ulf Ziemann

专题命中 神经假体 ：EEG(title,abstract)；分类 q-bio.NC、eess.SP

Comments 6 pages, 4 figures. This work was accepted by the International Conference on Systems, Man, and Cybernetics, Kuching, Malaysia, 2024. ©2024 IEEE

A Portable, Self-Contained Neuroprosthetic Hand with Deep Learning-Based Finger Control

Anh Tuan Nguyen, Markus W. Drealan, Diu Khue Luu, Ming Jiang, Jian Xu, Jonathan Cheng, Qi Zhao, Edward W. Keefer, Zhi Yang

专题命中 神经假体 ：neuroprosthetic(title,abstract)；分类 cs.HC、cs.RO

Journal ref Journal of Neural Engineering 18 (2021) 056051

Deep Learning Architectures for Code-Modulated Visual Evoked Potentials Detection

基于深度学习的代码调制视觉诱发电位检测架构

Kiran Nair, Hubert Cecotti

机构 * Department of Computer Science, College of Science and Mathematics, California State University, Fresno, CA, USA（计算机科学系，科学与数学学院，加州州立大学，弗雷斯诺分校） 纠错

专题命中 神经假体 ：BCI(abstract)；brain-computer interface(abstract)；EEG(abstract)；分类 q-bio.NC、eess.SP、cs.LG

AI总结 本文提出基于深度学习的C-VEPs检测架构，通过多类孪生网络实现高准确率的单次试验解码，展示了数据驱动方法在非侵入式BCI中的应用潜力。

Comments 20 Pages, prepared for a Journal

Invasive and Non-Invasive Neural Decoding of Motor Performance in Parkinson's Disease for Personalized Deep Brain Stimulation

帕金森病运动表现的侵入性与非侵入性神经解码用于个性化深部脑刺激

Matthias Dold, Volker A. Coenen, Bastian Sajonz, Peter Reinacher, Thomas Prokop, Marco Reisert, Sophia Gimple, Yasin Temel, Marcus L. F. Janssen, Michael Tangermann, Joana Pereira

专题命中 神经假体 ：neural decoding(title,abstract)；分类 cs.HC

AI总结 本研究利用脑电图和皮层电图记录，通过滤波器组机器学习方法解码帕金森病患者在深部脑刺激开启和关闭状态下的运动表现，识别出六种原型场景，为自适应深部脑刺激策略提供指导。

A first realization of reinforcement learning-based closed-loop EEG-TMS

强化学习闭环EEG-TMS的第一实现

Dania Humaidan, Jiahua Xu, Jing Chen, Christoph Zrenner, David Emanuel Vetter, Laura Marzetti, Paolo Belardinelli, Timo Roine, Risto J. Ilmoniemi, Gian Luca Romani, Ulf Zieman

专题命中 神经假体 ：EEG(title,abstract)；分类 cs.LG

AI总结 本文首次实现基于强化学习的闭环实时EEG-TMS系统，用于识别与高-低皮层脊髓兴奋性状态相关的个体mu节律相位。

Perception of Brain-Computer Interface Implantation Surgery for Motor, Sensory, and Autonomic Restoration in Spinal Cord Injury and Stroke

Derrick Lin, Tracie Tran, Shravan Thaploo, Jose Gabrielle E. Matias, Joy E. Pixley, Zoran Nenadic, An H. Do

专题命中 神经假体 ：brain-computer interface(title)；BCI(abstract)；分类 cs.HC

Comments 21 page pre-print manuscript, appendix (survey), and supplement

Cortical Temporal Mismatch Compensation in Bimodal Cochlear Implant Users: Selective Attention Decoding and Pupillometry Study

Hanna Dolhopiatenko, Waldo Nogueira

专题命中 神经假体 ：cortical(title,abstract)；分类 q-bio.NC

Comments 28 pages, 15 figures

Brain Computer Interface Technology for Future Battlefield

Guodong Xiong, Xinyan Ma, Wei Li, Jiaqi Cao, Jian Zhong, Yicong Su

专题命中 神经假体 ：brain computer interface(title,abstract)；分类 eess.SP

Comments 4 pages, 1 figure

A Survey on Deep Learning-based Non-Invasive Brain Signals:Recent Advances and New Frontiers

Xiang Zhang, Lina Yao, Xianzhi Wang, Jessica Monaghan, David Mcalpine, Yu Zhang

专题命中 神经假体 ：BCI(abstract,comments)；brain-computer interface(abstract,comments)；分类 q-bio.NC、eess.SP、cs.LG

Comments Accepted by Journal of Neural Engineering. Summarized more than 200+ brain signal-related papers, systematically covering 8 Brain-Computer Interface (BCI) categories and 10+ deep learning models