脑机接口 / BCI

IMU-Enhanced EEG Motion Artifact Removal with Fine-Tuned Large Brain Models

Yuhong Zhang, Xusheng Zhu, Yuchen Xu, ChiaEn Lu, Hsinyu Shih, Gert Cauwenberghs, Tzyy-Ping Jung

机构 * Shu Chien-Gene Lay Department of Bioengineering and Institute for Neural Computation, University of California, San Diego (UCSD), La Jolla, CA 92093, USA（Shu Chien-Gene Lay 生物工程系和神经计算研究所，加州大学圣地亚哥分校（UCSD）） 纠错

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

Comments Accepted to IEEE EMBS 12th International Conference on Neural Engineering (NER 2025)

ViEEG: Hierarchical Visual Neural Representation for EEG Brain Decoding

Minxu Liu, Donghai Guan, Chuhang Zheng, Chunwei Tian, Jie Wen, Qi Zhu

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

Comments 25 pages, 17 figures

CoMET: A Contrastive-Masked Brain Foundation Model for Universal EEG Representation

Ang Li, Zikai Wang, Liuyin Yang, Zhenyu Wang, Tianheng Xu, Honglin Hu, Marc M. Van Hulle

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

DynaMind: Reconstructing Dynamic Visual Scenes from EEG by Aligning Temporal Dynamics and Multimodal Semantics to Guided Diffusion

Junxiang Liu, Junming Lin, Jiangtong Li, Jie Li

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

Comments 14 pages, 6 figures

Exploring the Efficacy of Convolutional Neural Networks in Sleep Apnea Detection from Single Channel EEG

Chun Hin Siu, Hossein Miri

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

Comments 5 pages, 6 figures, 1 table

EEGDM: EEG Representation Learning via Generative Diffusion Model

Jia Hong Puah, Sim Kuan Goh, Ziwei Zhang, Zixuan Ye, Chow Khuen Chan, Kheng Seang Lim, Si Lei Fong, Kok Sin Woon, Cuntai Guan

机构 * School of Artificial Intelligence and Robotics, Xiamen University Malaysia（厦门大学马来西亚分校人工智能与机器人学院） ； School of Energy and Chemical Engineering, Xiamen University Malaysia（厦门大学马来西亚分校能源与化学工程学院） ； Department of Biomedical Engineering, Universiti Malaya（马来亚大学生物医学工程系） ； Department of Medicine, Universiti Malaya（马来亚大学医学系） ； Thrust of Carbon Neutrality and Climate Change, Hong Kong University of Science and Technology (Guangzhou)（香港科学与艺术大学（广州）碳中和与气候变化研究方向） ； College of Computing & Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

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

Comments EEGDM Preprint 10 Pages

Sleep Disorder Diagnosis Using EEG Signals and LSTM Deep Learning Method

Mohammad Reza Yousefi, Reza Rahimi

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

Comments 15 pages

MMOC: Self-Supervised EEG Emotion Recognition Framework with Multi-Model Online Collaboration

Hanqi Wang, Yang Liu, Peng Ye, Liang Song

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

Comments This manuscript submitted an incomplete version. The part about online fine-tuning was not integrated into the paper. This was overlooked by the writer

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

MOPED: A moving sum method for change point detection in pairwise extremal dependence

Euan T. McGonigle, Matthew Pawley, Jordan Richards, Christian Rohrbeck

专题命中 EEG解码 ：EEG(abstract)

Neural Signal Compression using RAMAN tinyML Accelerator for BCI Applications

Adithya Krishna, Sohan Debnath, Madhuvanthi Srivatsav, André van Schaik, Mahesh Mehendale, Chetan Singh Thakur

专题命中 神经信号处理 ：neural signal(title,abstract)；BCI(title)；brain-computer interface(abstract)；分类 cs.LG、cs.HC

BrainWave: A Brain Signal Foundation Model for Clinical Applications

Zhizhang Yuan, Fanqi Shen, Meng Li, Yuguo Yu, Chenhao Tan, Yang Yang

机构 * Computer Science and Technology（计算机科学与技术） ； Zhejiang University（浙江大学） ； Chinese Academy of Sciences（中国科学院） ； INSIDE Institute for Biological and Artificial Intelligence（生物与人工智能研究所） ； Research Institute of Intelligent and Complex Systems（智能与复杂系统研究所） ； Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Chicago（芝加哥大学） 纠错

专题命中 神经信号处理 ：neural signal(abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments 32 pages, 14 figures

Firing Rate Models as Associative Memory: Excitatory-Inhibitory Balance for Robust Retrieval

Simone Betteti, Giacomo Baggio, Francesco Bullo, Sandro Zampieri

机构 * Department of Information Engineering（信息工程系） ； Università degli Studi di Padova（帕多瓦大学） ； Center for Control, Dynamical Systems and Computation（控制、动态系统与计算中心） ； University of California at Santa Barbara（加州大学圣巴巴拉分校） 纠错

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

Comments 20 pages, 7 figures

TranCIT: Transient Causal Interaction Toolbox

Salar Nouri, Kaidi Shao, Shervin Safavi

专题命中 神经信号处理 ：neural signal(abstract)；分类 cs.LG

A Modality-agnostic Multi-task Foundation Model for Human Brain Imaging

Peirong Liu, Oula Puonti, Xiaoling Hu, Karthik Gopinath, Annabel Sorby-Adams, Daniel C. Alexander, W. Taylor Kimberly, Juan E. Iglesias

专题命中 神经信号处理 ：cortical(abstract)

Comments 16 pages

CLARE: Cognitive Load Assessment in REaltime with Multimodal Data

Anubhav Bhatti, Prithila Angkan, Behnam Behinaein, Zunayed Mahmud, Dirk Rodenburg, Heather Braund, P. James Mclellan, Aaron Ruberto, Geoffery Harrison, Daryl Wilson, Adam Szulewski, Dan Howes, Ali Etemad, Paul Hungler

机构 * Department of Electrical and Computer Engineering and Ingenuity Research Labs（电气与计算机工程系和Ingenuity研究实验室） ； Queen’s University（女王大学） ； Ingenuity Research Labs（Ingenuity研究实验室） ； Department of Psychology（心理学系） ； School of Medicine（医学院） 纠错

专题命中 BCI数据与评测 ：EEG(abstract)；分类 cs.HC

Comments 13 pages, 10 figures, 6 tables

Journal ref IEEE Transactions on Cognitive and Developmental Systems, 2025