脑机接口 / BCI

RatioWaveNet: A Learnable RDWT Front-End for Robust and Interpretable EEG Motor-Imagery Classification

Marco Siino, Giuseppe Bonomo, Rosario Sorbello, Ilenia Tinnirello

机构 * Department of Electrical, Electronics and Informatics Engineering, University of Catania（电子、电子与信息工程系，卡塔尼亚大学） ； Department of Engineering, University of Palermo（工程系，巴勒莫大学） 纠错

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

Time-Resolved EEG Decoding of Semantic Processing Reveals Altered Neural Dynamics in Depression and Suicidality

Woojae Jeong, Aditya Kommineni, Kleanthis Avramidis, Colin McDaniel, Donald Berry, Myzelle Hughes, Thomas McGee, Elsi Kaiser, Dani Byrd, Assal Habibi, B. Rael Cahn, Idan A. Blank, Kristina Lerman, Dimitrios Pantazis, Sudarsana R. Kadiri, Takfarinas Medani, Shrikanth Narayanan, Richard M. Leahy

机构 * Alfred E. Mann Department of Biomedical Engineering, University of Southern California（阿尔弗雷德·E·曼生物医学工程系，南加州大学） ； Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California（明世系电气与计算机工程系，南加州大学） ； Thomas Lord Department of Computer Science, University of Southern California（托马斯·洛德计算机科学系，南加州大学） ； Brain and Creativity Institute, University of Southern California（创造力与大脑研究所，南加州大学） ； Department of Psychology, University of Southern California（心理学系，南加州大学） ； Information Science Institute, University of Southern California（信息科学研究所，南加州大学） ； Department of Psychiatry and Behavioral Sciences, University of Southern California（精神病学与行为科学系，南加州大学） ； Department of Psychology, University of California, Los Angeles（心理学系，加州大学洛杉矶分校） ； Department of Linguistics, University of Southern California（语言学系，南加州大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments Title updated; minor edits across all sections for improved clarity and flow; results unchanged; typos corrected

Adaptive Split-MMD Training for Small-Sample Cross-Dataset P300 EEG Classification

Weiyu Chen, Arnaud Delorme

机构 * Swartz Center for Computational Neuroscience（斯瓦茨计算神经科学中心） ； Institute for Neural Computation（神经计算研究所） ； University of California San Diego（加州大学圣地亚哥分校） ； The Department of Electronic and Electrical Engineering（电子与电气工程系） ； Southern University of Science and Technology（南方科技大学） ； Centre de recherche Cerveau et Cognition（脑与认知研究中心） ； Paul Sabatier University（保罗·萨巴蒂尔大学） 纠错

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

Comments 8 pages, 5 figures. Submitted to IEEE BIBM 2025 Workshop on Machine Learning for EEG Signal Processing (MLESP)

Automated Tinnitus Detection Through Dual-Modality Neuroimaging: EEG Microstate Analysis and Resting-State fMRI Classification Using Deep Learning

Kiana Kiashemshaki, Sina Samieirad, Sarvenaz Erfani, Aryan Jalaeianbanayan, Nasibeh Asadi Isakan, Hossein Najafzadeh

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

Moderating Role of Presence in EEG Responses to Visuo-haptic Prediction Error in Virtual Reality

Lukas Gehrke, Leonie Terfurth, Klaus Gramann

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

LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis

Berkay Döner, Thorir Mar Ingolfsson, Luca Benini, Yawei Li

机构 * Integrated Systems Laboratory, ETH Zürich（瑞士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(title,abstract)；分类 cs.LG

Comments NeurIPS camera-ready version, 27 pages, 10 figures, 13 tables

EvoBrain: Dynamic Multi-Channel EEG Graph Modeling for Time-Evolving Brain Networks

Rikuto Kotoge, Zheng Chen, Tasuku Kimura, Yasuko Matsubara, Takufumi Yanagisawa, Haruhiko Kishima, Yasushi Sakurai

机构 * Department of Neurosurgery, Graduate School of Medicine, The University of Osaka, Japan（大阪大学医学研究生院神经外科） ； Institute for Advanced Co-Creation Studies, The University of Osaka, Japan（大阪大学先进协同研究机构） 纠错

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

Comments Accepted by NeurIPS 2025 (spotlight)

Distinct social-linguistic processing between humans and large audio-language models: Evidence from model-brain alignment

Hanlin Wu, Xufeng Duan, Zhenguang Cai

机构 * Department of Linguistics and Modern Languages, The Chinese University of Hong Kong（语言学与现代语言系，香港中文大学） ； Brain and Mind Institute, The Chinese University of Hong Kong（脑与心智研究所，香港中文大学） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Comments Hanlin Wu, Xufeng Duan, and Zhenguang Cai. 2025. Distinct social-linguistic processing between humans and large audio-language models: Evidence from model-brain alignment. In Proceedings of the Workshop on Cognitive Modeling and Computational Linguistics, pages 135-143, Albuquerque, New Mexico, USA. Association for Computational Linguistics. https://aclanthology.org/2025.cmcl-1.18/

Journal ref In Proceedings of CMCL, pages 135-143, ACL (2025)

Probabilistic adaptation of language comprehension for individual speakers: evidence from neural oscillations

Hanlin Wu, Xiaohui Rao, Zhenguang G Cai

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Journal ref Social Cognitive and Affective Neuroscience, Volume 20, Issue 1, 2025, nsaf085

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

Lateral Ventricular Brain-Computer Interface System with Lantern-Inspired Electrode for Stable Performance and Memory Decoding

Yike Sun, Yaxuan Gao, Kewei Wang, Jingnan Sun, Yuzhen Chen, Yanan Yang, Tianhua Zhao, Haochen Zhu, Ran Liu, Xiaogang Chen, Bai Lu, Xiaorong Gao

专题命中 神经信号处理 ：brain-computer interface(title,abstract)；BCI(abstract)；neural signal(abstract)；分类 q-bio.NC

Neural Recording Power Optimization Through Machine Learning Guided Resolution Reconfiguration

Aviral Pandey, Dhruv Vaish, I-Ting Lin, Rikky Muller

专题命中 神经信号处理 ：neural decoding(abstract)；neural signal(abstract)；分类 q-bio.NC

The ISLab Solution to the Algonauts Challenge 2025: A Multimodal Deep Learning Approach to Brain Response Prediction

Andrea Corsico, Giorgia Rigamonti, Simone Zini, Luigi Celona, Paolo Napoletano

机构 * Department of Informatics, Systems and Communication, University of Milano-Bicocca（信息学、系统与通信系，米兰-比科卡大学） 纠错

专题命中 神经信号处理 ：cortical(abstract)；分类 q-bio.NC

Group-Level and Personalized Optimization for the Insula and Hippocampus Focal Electric Field in Transcranial Temporal Interferential Stimulation: A Computational Study

Taiga Inoue, Naofumi Otsuru, Akimasa Hirata

专题命中 神经假体 ：cortical(abstract)

Comments 20 pages, 9 figures

Multi-dataset Joint Pre-training of Emotional EEG Enables Generalizable Affective Computing

Qingzhu Zhang, Jiani Zhong, Zongsheng Li, Xinke Shen, Quanying Liu

机构 * Department of Biomedical Engineering, Southern University of Science and Technology（生物医学工程系，南方科技大学） ； School of Data Science, University of California, San Diego（数据科学学院，加州大学圣地亚哥分校） ； School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen（科学与工程学院，香港中文大学（深圳）） 纠错

专题命中 BCI数据与评测 ：EEG(title,abstract)；分类 q-bio.NC、cs.LG

Minimizing False-Positive Attributions in Explanations of Non-Linear Models

Anders Gjølbye, Stefan Haufe, Lars Kai Hansen

机构 * Technical University of Denmark（丹麦技术大学） ； Technische Universität Berlin（柏林技术大学） ； Physikalisch-Technische Bundesanstalt, Berlin（柏林物理技术部） ； Charité – Universitätsmedizin Berlin（柏林查理医院大学医学中心） 纠错

专题命中 BCI数据与评测 ：EEG(abstract)；motor imagery(abstract)；分类 cs.LG

Comments Accepted at NeurIPS 2025. Code: https://github.com/gjoelbye/PatternLocal

Embracing Trustworthy Brain-Agent Collaboration as Paradigm Extension for Intelligent Assistive Technologies

Yankai Chen, Xinni Zhang, Yifei Zhang, Yangning Li, Henry Peng Zou, Chunyu Miao, Weizhi Zhang, Xue Liu, Philip S. Yu

机构 * University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； MBZUAI（马克斯·普朗克人工智能研究所） ； McGill University（麦吉尔大学） ； The Chinese University of Hong Kong（香港中文大学） ； Nanyang Technological University（南洋理工大学） ； Tsinghua University（清华大学） 纠错

专题命中 BCI数据与评测 ：BCI(abstract)；brain-computer interface(abstract)

Comments Accepted by NeurIPS'25 Position Track