脑机接口 / BCI - arXivDaily 专题

2511.07890 2025-11-12 cs.AI 90%

Confidence-Aware Neural Decoding of Overt Speech from EEG: Toward Robust Brain-Computer Interfaces

Soowon Kim, Byung-Kwan Ko, Seo-Hyun Lee

机构 * Dept. of Artificial Intelligence（人工智能系）； Korea University（韩国大学）； Dept. of Brain and Cognitive Engineering（脑科学与认知工程系）

专题命中 EEG解码：brain-computer interface(title,abstract)；neural decoding(title,abstract)；EEG(title)

2511.07936 2025-11-12 cs.AI 90%

Toward Practical BCI: A Real-time Wireless Imagined Speech EEG Decoding System

Ji-Ha Park, Heon-Gyu Kwak, Gi-Hwan Shin, Yoo-In Jeon, Sun-Min Park, Ji-Yeon Hwang, Seong-Whan Lee

机构 * Dept. of Artificial Intelligence Korea University Seoul, Republic of Korea jiha\ ； Dept. of Artificial Intelligence Korea University Seoul, Republic of Korea hg\ ； Cognitive Engineering Korea University Seoul, Republic of Korea gh\ ； Tech. Innovation Group KT R\&D Center Seoul, Republic of Korea ； Dept. of Artificial Intelligence Korea University Seoul, Republic of Korea

专题命中 EEG解码：BCI(title,abstract)；EEG(title,abstract)；brain-computer interface(abstract,comments)；neural interface(abstract)

Comments 4 pages, 2 figures, 1 table, Name of Conference: International Conference on Brain-Computer Interface

2511.07891 2025-11-12 eess.SP cs.AI 85%

Toward Adaptive BCIs: Enhancing Decoding Stability via User State-Aware EEG Filtering

Yeon-Woo Choi, Hye-Bin Shin, Dan Li

机构 * Dept. of Artificial Intelligence Korea University Seoul, Republic of Korea（人工智能系韩国大学首尔共和国）

专题命中 EEG解码：EEG(title,abstract)；BCI(abstract)；brain-computer interface(abstract)；分类 eess.SP

Comments 4 pages, 3 figures, conference

2509.14772 2025-11-12 cs.HC 83%

UMind: A Unified Multitask Network for Zero-Shot M/EEG Visual Decoding

Chengjian Xu, Yonghao Song, Zelin Liao, Haochuan Zhang, Qiong Wang, Qingqing Zheng

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)；分类 cs.HC

2511.08444 2025-11-12 cs.LG 79%

One Model for All: Universal Pre-training for EEG based Emotion Recognition across Heterogeneous Datasets and Paradigms

Xiang Li, You Li, Yazhou Zhang

机构 * Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center inJinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China and Shandong Provincial Key Laboratory of Computing Power Internet and Service Computing, Shandong Fundamental Research Center for Computer Science, Jinan, China（教育部计算功率网络与信息安全重点实验室，山东计算机科学中心（济南国家超算中心），青岛科技大学（山东省科学院），济南，中国和山东省计算功率互联网与服务计算省级重点实验室，山东省计算机科学基础研究中心，济南，中国）； College of Intelligence and Computing, Tianjin University（天津大学智能与计算学院）

专题命中 EEG解码：EEG(title,abstract)；分类 cs.LG

2508.05164 2025-11-12 cs.LG 57%

S$^2$M-Former: Spiking Symmetric Mixing Branchformer for Brain Auditory Attention Detection

Jiaqi Wang, Zhengyu Ma, Xiongri Shen, Chenlin Zhou, Leilei Zhao, Han Zhang, Yi Zhong, Siqi Cai, Zhenxi Song, Zhiguo Zhang

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳））； Pengcheng Laboratory（鹏城实验室）； Peking University（北京大学）； Harbin Institute of Technology（哈尔滨工业大学）； Great Bay University（大湾区大学）

专题命中 EEG解码：EEG(abstract)；分类 cs.LG

Comments Accepted by 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

1. EEG解码 6 篇