脑机接口 / BCI

A method for outlier detection based on cluster analysis and visual expert criteria

Juan A. Lara, David Lizcano, Víctor Rampérez, Javier Soriano

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Journal ref Expert Systems, 37(5), 2020

Quantifying Mental States in Work Environment: Mathematical Perspectives

Aymen Balti, Assane Wade, Abdelatif Oujbara, M. A., Aziz-Alaoui, Hicham Bellarabi, Frederic Dutertre, Benjamin Ambrosio

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation

Yanlong Chen, Mattia Orlandi, Pierangelo Maria Rapa, Simone Benatti, Luca Benini, Yawei Li

机构 * IIS, ETH Zurich（苏黎世联邦理工学院智能信息系统实验室） ； DEI, University of Bologna（博洛尼亚大学电子工程学院） ； DIEF, University of Modena and Reggio Emilia（摩德纳和雷吉奥艾米利亚大学经济工程学院） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 43 pages, 17 figures, 17 tables. Accepted by NeurIPS 2025. Code and data are available at: github.com/ForeverBlue816/PhysioWave

CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention

Alexandru Dimofte, Glenn Anta Bucagu, Thorir Mar Ingolfsson, Xiaying Wang, Andrea Cossettini, Luca Benini, Yawei Li

机构 * University of Zurich（苏黎世大学） ； Integrated Systems Laboratory, ETH Zürich（苏黎世联邦理工学院集成系统实验室） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Personalized Detection of Stress via hdrEEG: Linking Neuro-markers to Cortisol, HRV, and Self-Report

N. B. Maimon, Ganit Baruchin, Itamar Grotto, Lior Molcho, Nathan Intrator, Talya Zeimer, Ofir Chibotero, Nardeen Murad, Yori Gidron, Efrat Danino

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

FedL2T: Personalized Federated Learning with Two-Teacher Distillation for Seizure Prediction

Jionghao Lou, Jian Zhang, Zhongmei Li, Lanlan Chen, Enbo Feng

机构 * Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education East China University of Science（能源化学过程智能制造重点实验室，教育部东华大学） ； School of Information Science（信息科学学院） ； Engineering East China University of Science（工程东华大学） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

CLAd-VR: Cognitive Load-based Adaptive Training for Machining Tasks in Virtual Reality

Bhavya Matam, Adamay Mann, Kachina Studer, Christian Gabbianelli, Sonia Castelo, John Liu, Claudio Silva, Dishita Turakhia

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Unlocking In-Context Learning for Natural Datasets Beyond Language Modelling

Jelena Bratulić, Sudhanshu Mittal, David T. Hoffmann, Samuel Böhm, Robin Tibor Schirrmeister, Tonio Ball, Christian Rupprecht, Thomas Brox

机构 * Computer Vision Group, University of Freiburg（弗赖堡大学计算机视觉组） ； Neuromedical A.I. Lab, Medical Center -- University of Freiburg（弗赖堡大学医学神经AI实验室） ； Medical Physics, Medical Center -- University of Freiburg（弗赖堡大学医学物理） ； Visual Geometry Group, University of Oxford（牛津大学视觉几何组） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments Best Paper Honorable Mention at GCPR 2025 (German Conference on Pattern Recognition). This is the updated version submitted to the conference, not the official conference proceedings

Assessing Workers Neuro-physiological Stress Responses to Augmented Reality Safety Warnings in Immersive Virtual Roadway Work Zones

Fatemeh Banani Ardecani, Omidreza Shoghli

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

A Predictive Approach To Enhance Time-Series Forecasting

Skye Gunasekaran, Assel Kembay, Hugo Ladret, Rui-Jie Zhu, Laurent Perrinet, Omid Kavehei, Jason Eshraghian

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； University of California Santa Cruz（加州大学圣克鲁兹分校） ； Friedrich Miescher Institute for Biomedical Research（弗里德里希·迈斯切尔生物医学研究中心） ； Institut de Neurosciences de la Timone Aix Marseille Univ CNRS（里沃利神经科学研究所） ； School of Biomedical Engineering The University of Sydney（悉尼大学生物医学工程学院） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Dyadic Neural Dynamics: Extending Representation Learning to Social Neuroscience

Maria Glushanina, Jeffrey Huang, Michelle McCleod, Brendan Ames, Evie Malaia

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Exploring the Relationships Between Physiological Signals During Automated Fatigue Detection

Kourosh Kakhi, Abbas Khosravi, Roohallah Alizadehsani, U. Rajendra Acharyab

机构 * Department One（部门一） ； Department Two（部门二） ； Institute for Intelligent Systems Research（智能系统研究与创新研究所） ； School of Mathematics, Physics and Computing（数学、物理与计算学院） ； University of Southern Queensland（南方昆士兰大学） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 14 Pages, 12 Figures, 3 Tables

Spiking Neural Networks for Mental Workload Classification with a Multimodal Approach

Jiahui An, Sara Irina Fabrikant, Giacomo Indiveri, Elisa Donati

机构 * Institute of Neuroinformatics, University of Zurich（神经信息学研究所，苏黎世大学） ； ETH Zurich（苏黎世联邦理工学院） ； Digital Society Initiative, University of Zurich（数字社会倡议，苏黎世大学） ； Department of Geography（地理系） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 8 pages

Exploring aperiodic, complexity and entropic brain changes during non-ordinary states of consciousness

Victor Oswald, Karim Jerbi, Corine Sombrun, Hamza Abdelhedi, Annen Jitka, Charlotte Martial, Audrey Vanhaudenhuyse, Olivia Gosseries

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Comments The last two listed authors contributed equally

Brainprint-Modulated Target Speaker Extraction

Qiushi Han, Yuan Liao, Youhao Si, Liya Huang

机构 * 1 College of Electronic ； Optical Engineering \& College of Flexible Electronics (Future Technology), Nanjing University of Posts ； Telecommunications, Nanjing, China 2 School of Artificial Intelligence, School of Data Science, SRIBD, The Chinese University of Hong Kong, Shenzhen, China 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 5 pages, 2 figures, conference

Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification

Ming Hu, Jianfu Yin, Mingyu Dou, Yuqi Wang, Ruochen Dang, Siyi Liang, Feiyu Zhu, Cong Hu, Yao Wang, Bingliang Hu, Quan Wang

机构 * Xi’an Institute of Optics and Precision Mechanics, CAS（西安光学精密机械研究所，中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） ； Southwest Jiaotong University（西南交通大学） ； Zhongnan Hospital of Wuhan University（武汉大学中南医院） ； Xi’an Jiaotong University（西安交通大学） ； National Key Laboratory of Information Systems Engineering（信息系统工程国家重点实验室） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Efficient Estimation of Unique Components in Independent Component Analysis by Matrix Representation

Yoshitatsu Matsuda, Kazunori Yamaguch

机构 * Seikei University, Tokyo, Japan（青狮大学，东京，日本） ； The University of Tokyo, Tokyo, Japan（东京大学，东京，日本） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Feasibility of In-Ear Single-Channel ExG for Wearable Sleep Monitoring in Real-World Settings

Philipp Lepold, Jonas Leichtle, Tobias Röddiger, Michael Beigl

机构 * Karlsruhe Institute of Technology（卡尔斯鲁厄理工大学） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

The nature of alpha modulation through neurofeedback

Jacob Maaz, Laurent Waroquier, Alexandra Dia, Véronique Paban, Arnaud Rey

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Path to Intelligence: Measuring Similarity between Human Brain and Large Language Model Beyond Language Task

Doai Ngo, Mingxuan Sun, Zhengji Zhang, Ashwin G Ramayya, Mark Schnitzer, Zhe Zhao

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

BEAM: Brainwave Empathy Assessment Model for Early Childhood

Chen Xie, Gaofeng Wu, Kaidong Wang, Zihao Zhu, Xiaoshu Luo, Yan Liang, Feiyu Quan, Ruoxi Wu, Xianghui Huang, Han Zhang

机构 * ShanghaiTech University（上海科技大学） ； East China Normal University（华东师范大学） ； Children’s Hospital of Fudan University (Xiamen Branch)（复旦大学附属儿童医院（厦门分院）） ； State Key Laboratory of Advanced Medical Materials and Devices（国家先进医疗材料与设备重点实验室） ； Shanghai Clinical Research and Trial Center（上海临床研究与试验中心） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Theta and/or alpha? Neural oscillational substrates for dynamic inter-brain synchrony during mother-child cooperation

Jiayang Xu, Yamin Li, Ruxin Su, Saishuang Wu, Chengcheng Wu, Haiwa Wang, Qi Zhu, Yue Fang, Fan Jiang, Shanbao Tong, Yunting Zhang, Xiaoli Guo

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Comments Accepted by IEEE JBHI

MetaSTH-Sleep: Towards Effective Few-Shot Sleep Stage Classification for Health Management with Spatial-Temporal Hypergraph Enhanced Meta-Learning

Jingyu Li, Tiehua Zhang, Jinze Wang, Yi Zhang, Yuhuan Li, Yifan Zhao, Zhishu Shen, Libing Wu, Jiannan Liu

机构 * The First Affiliated Hospital of Zhengzhou University（郑州大学第一附属医院） ； School of Computer Science and Technology, Tongji University（同济大学计算机科学与技术学院） ； School of Engineering, Swinburne University of Technology（斯威本科技大学工程学院） ； Heart Center, Shanghai Tenth People’s Hospital, School of Medicine, Tongji University（同济大学附属第十人民医院心中心） ； Liver Cancer Institute, Zhongshan Hospital, Key Laboratory of Carcinogenesis and Cancer Invasion, Fudan University（复旦大学中山医院肝癌研究所） ； School of Computer Science and Artificial Intelligence, Wuhan University of Technology（武汉理工大学计算机科学与人工智能学院） ； School of Cyber Science and Engineering, Wuhan University（武汉大学网络空间安全学院） ； Department of Oral and Maxillofacial Head and Neck Oncology, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine（上海第九人民医院口腔颌面头颈肿瘤科） ； College of Stomatology, Shanghai Jiao Tong University（上海交通大学口腔医学院） ； National Center for Stomatology（口腔医学国家中心） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Vision Transformer Accelerator ASIC for Real-Time Low-Power Sleep Staging

Tristan Robitaille, Xilin Liu

专题命中 EEG解码 ：EEG(abstract)；分类 eess.SP

Improving Electroencephalogram-Based Deception Detection in Concealed Information Test under Low Stimulus Heterogeneity

Suhye Kim, Jaehoon Cheon, Taehee Kim, Seok Chan Kim, Chang-Hwan Im

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Comments 11 pages, 6 figures, 4 tables

Body Ownership Affects the Processing of Sensorimotor Contingencies in Virtual Reality

Evan G. Center, Matti Pouke, Alessandro Nardi, Lukas Gehrke, Klaus Gramann, Timo Ojala, Steven M. LaValle

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Comments Dr. Center and Dr. Pouke contributed equally to this work

Control of Functional Connectivity in Cerebral Cortex by Basal Ganglia Mediated Synchronization

Daniel Pouzzner

专题命中 EEG解码 ：cortical(abstract)；分类 q-bio.NC

Comments Changes from v2 to v3: New chapter: "The BGMS Mechanism in a Nutshell, Step By Step"; Contextualize the "minimal coherence detection" model, proposed in 1994 by Dietmar Plenz and Ad Aertsen, as a direct antecedent of BGMS; Introduce the concept of "coherent timing domains" in the thalamus (section 7.2); Totals relative to v2: +44 pages, +18587 words in main text, +2 figures, +284 references

mEBAL: A Multimodal Database for Eye Blink Detection and Attention Level Estimation

Roberto Daza, Aythami Morales, Julian Fierrez, Ruben Tolosana

机构 * Biometrics and Data Pattern Analytics, BiDA-Lab, Universidad Autonoma de Madrid, Spain（生物特征与数据模式分析，BiDA实验室，马德里自治大学，西班牙） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Journal ref International Conference on Multimodal Interaction (ICMI), 2020, pp. 32-36

Towards Consumer-Grade Cybersickness Prediction: Multi-Model Alignment for Real-Time Vision-Only Inference

Yitong Zhu, Zhuowen Liang, Yiming Wu, Tangyao Li, Yuyang Wang

机构 * The Hong Kong University of Science and Technology(Guangzhou)（香港科学与技术大学（广州）） ； Nanyang Technological University（南洋理工大学） ； Nanyang Technological University Singapore（南洋理工大学新加坡） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Multi-modal Integration Analysis of Alzheimer's Disease Using Large Language Models and Knowledge Graphs

Kanan Kiguchi, Yunhao Tu, Katsuhiro Ajito, Fady Alnajjar, Kazuyuki Murase

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 38 pages, 8 figures, 4 tables