脑机接口 / BCI

Clinical Translation of Brain-Computer Interface in China: A Landscape Analysis of Investigator-Initiated Trials, Registered Clinical Trials, and Regulatory Approval

中国脑机接口的临床转化：研究者发起试验、注册临床试验和监管批准的全景分析

Long Chen, Wanyi Qing, Fa Lin, Lifen Mo, Xiaoke Chai, Wenting Li, Zhijie Zhao, Zhenhua Song, Fengyan Liang, Ming Yin, Yi Yang, Jizong Zhao

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

AI总结 该研究对中国脑机接口转化生态系统进行定量分析，整合研究者发起试验、注册临床试验和监管批准产品三方面证据，发现临床注册自2020年迅速增加，非侵入性系统为主，已批准5种相关产品，不过仍有障碍，应对挑战对BCI临床应用至关重要。

Comments 15 pages, 5 figures, 6 tables. 20260709 update: Added links to full supplementary tables deposited on Zenodo (https://doi.org/10.5281/zenodo.2127219)

Event-based Neural Decoding for Neuroprosthetic Motor Control

用于神经假体运动控制的基于事件的神经解码

Khaleelulla Khan Nazeer, Sirine Arfa, Matthias Jobst, Richard George, Christian Mayr

机构 * TU Dresden（德累斯顿工业大学） 纠错

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

AI总结 研究针对因残疾等行动不便患者，提出基于事件的神经解码方法，用基于事件的门控循环单元生成稀疏通信模式，经有效训练方法和稀疏推理，在任务性能上超越经典脉冲神经网络，为设备上神经解码带来新机会。

Journal ref K. K. Nazeer, S. Arfa, M. Jobst, R. George and C. Mayr, "Event-based Neural Decoding for Neuroprosthetic Motor Control," 2025 IEEE Biomedical Circuits and Systems Conference (BioCAS), Abu Dhabi, United Arab Emirates, 2025, pp. 334-338

Neural Digital Twins: Toward Next-Generation Brain-Computer Interfaces

神经数字孪生：下一代脑机接口的前沿

Mohammad Mahdi Habibi Bina, Sepideh Baghernezhad, Mohammad Reza Daliri, Mohammad Hassan Moradi

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

AI总结 神经数字孪生通过动态个性化模型提升脑机接口的精度与鲁棒性。

Cortical Brain Computer Interface for Closed-Loop Deep Brain Stimulation

Jeffrey A. Herron, Margaret C. Thompson, Timothy Brown, Howard J. Chizeck, Jeffrey G. Ojemann, Andrew L. Ko

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

Spontaneous Spatial Cognition Emerges during Egocentric Video Viewing through Non-invasive BCI

Weichen Dai, Yuxuan Huang, Li Zhu, Dongjun Liu, Yu Zhang, Qibin Zhao, Andrzej Cichocki, Fabio Babiloni, Ke Li, Jianyu Qiu, Gangyong Jia, Wanzeng Kong, Qing Wu

机构 * Hangzhou Dianzi University（杭州电子科技大学） ； Zhejiang University（浙江大学） ； RIKEN Center for Advanced Intelligence Project（日本理化学研究所先进智能项目中心） ； RIKEN（日本理化学研究所） ； Systems Research Institute（系统研究所） ； Polish Academy of Sciences（波兰科学院） ； Nicolaus Copernicus University（尼古拉哥尔斯基大学） ； University of Rome Sapienza（罗马萨皮恩扎大学） 纠错

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

A Survey of Brain Computer Interface Using Non-Invasive Methods

Ritam Ghosh

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

Deep Learning Decoding of Mental State in Non-invasive Brain Computer Interface

Dongdong Zhang, Dong Cao, Haibo Chen

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

Comments 5 pages, 2 figures, published in AIIPCC 2019

Towards Neural Co-Processors for the Brain: Combining Decoding and Encoding in Brain-Computer Interfaces

Rajesh P. N. Rao

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

Comments Invited submission to the journal Current Opinion in Neurobiology

Neuroprosthetic decoder training as imitation learning

Josh Merel, David Carlson, Liam Paninski, John P. Cunningham

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

Ultrasonic Brain Computer Interfaces for Enhancing Human-Machine Cognition

超声脑计算机接口用于增强人机认知

William J. Tyler

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

AI总结 本文探讨了超声波在下一代超声脑计算机接口中的应用，通过闭环系统和实时反馈优化认知功能，推动双向神经接口的发展。

Comments 23 Pages, 6 Figures

An Investigation on Non-Invasive Brain-Computer Interfaces: Emotiv Epoc+ Neuroheadset and Its Effectiveness

Md Jobair Hossain Faruk, Maria Valero, Hossain Shahriar

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

Journal ref 2021 IEEE 45th Annual Computers, Software, and Applications Conference (COMPSAC)

Are Brain-Computer Interfaces Feasible with Integrated Photonic Chips?

Vahid Salari, Serafim Rodrigues, Erhan Saglamyurek, Christoph Simon, Daniel Oblak

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

Comments 17 pages, 7 figures. Submitted to "Frontiers in Neuroscience". Comments are welcome

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

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

通过脑机接口的感觉恢复：统一的2×2框架与融合路线图

Xuan-The Tran

机构 * School of Mechanical Engineering, Vietnam Maritime University（机械工程学院，越南海防大学） 纠错

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

AI总结 本文提出一个统一的2×2框架，按侵入性和信号方向分类脑机接口，并定义恢复、替代和增强范式，同时给出近中长期的融合路线图。

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