脑机接口 / BCI

A Two-Feature Quantitative EEG Index of Pediatric Epilepsy Severity: External Pre-Validation on CHB-MIT and Roadmap to Dravet Cohorts

Khartik Uppalapati, Bora Yimenicioglu, Shakeel Abdulkareem, Bhavya Uppalapati, Viraj Kamath, Adan Eftekhari, Pranav Ayyappan

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

Does Re-referencing Matter? Large Laplacian Filter Optimizes Single-Trial P300 BCI Performance

Eva Guttmann-Flury, Jian Zhao, Mohamad Sawan

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

FusionGen: Feature Fusion-Based Few-Shot EEG Data Generation

Yuheng Chen, Dingkun Liu, Xinyao Yang, Xinping Xu, Baicheng Chen, Dongrui Wu

机构 * Huazhong University of Science and Technology（华中科技大学） ； Zhongguancun Academy（中关村学院） 纠错

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

Real-time Noise Detection and Classification in Single-Channel EEG: A Lightweight Machine Learning Approach for EMG, White Noise, and EOG Artifacts

Hossein Enshaei, Pariya Jebreili, Sayed Mahmoud Sakhaei

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

Low-Cost Shield MicroBCI to Measure EEG with STM32

Ildar Rakhmatulin

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

CognitiveArm: Enabling Real-Time EEG-Controlled Prosthetic Arm Using Embodied Machine Learning

Abdul Basit, Maha Nawaz, Saim Rehman, Muhammad Shafique

机构 * eBRAIN Lab, Division of Engineering（eBRAIN实验室，工程学院） 纠错

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

Comments 7 pages, 12 figures, Accepted to 62nd DAC 2025

EEG-Based Cognitive Load Classification During Landmark-Based VR Navigation

Jiahui An, Bingjie Cheng, Dmitriy Rudyka, Elisa Donati, Sara Fabrikant

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

Comments 11 pages, 7 figures

Improved Riemannian potato field: an Automatic Artifact Rejection Method for EEG

Davoud Hajhassani, Quentin Barthélemy, Jérémie Mattout, Marco Congedo

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

Journal ref Biomedical Signal Processing and Control, 2026, 112, pp.108505

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

EEG Blink Artifacts Can Identify Read Music in Listening and Imagery

Abhinav Uppal, Dillan Cellier, Min Suk Lee, Sean Bauersfeld, Yuchen Xu, Shihab A. Shamma, Gert Cauwenberghs, Virginia R. de Sa

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

Comments Accepted for publication in IEEE NER 2025

Revisiting Your Memory: Reconstruction of Affect-Contextualized Memory via EEG-guided Audiovisual Generation

Joonwoo Kwon, Heehwan Wang, Jinwoo Lee, Sooyoung Kim, Shinjae Yoo, Yuewei Lin, Jiook Cha

机构 * Michigan State University（密歇根州立大学） ； Seoul National University（首尔国立大学） ； Rutgers University（罗格斯大学） ； Brookhaven National Laboratory（布鲁赫斯国家实验室） 纠错

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

Comments Accepted at the ACM MM 2025 - The 1st CogMAEC Workshop (Oral)

Cross-BCI, A Cross-BCI-Paradigm Classifica-tion Model Towards Universal BCI Applications

Gaojie Zhou, Junhua Li

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

FDC-Net: Rethinking the association between EEG artifact removal and multi-dimensional affective computing

Wenjia Dong, Xueyuan Xu, Tianze Yu, Junming Zhang, Li Zhuo

机构 * School of Information Science and Technology, Beijing University of Technology（信息科学与技术学院，北京理工大学） 纠错

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

REFS: Robust EEG feature selection with missing multi-dimensional annotation for emotion recognition

Xueyuan Xu, Wenjia Dong, Fulin Wei, Li Zhuo

机构 * School of Information Science and Technology, Beijing University of Technology, Beijing 100124, China（信息科学与技术学院，北京理工大学，北京） ； School of Artificial Intelligence, Anhui University, Beijing 100124, China（人工智能学院，安徽大学，北京） 纠错

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

Hybrid EEG--Driven Brain--Computer Interface: A Large Language Model Framework for Personalized Language Rehabilitation

Ismail Hossain, Mridul Banik

机构 * Department of Computer Science George Mason University Fairfax, VA, USA ； Department of Computer Science Colorado State University Fort Collins, CO, USA 纠错

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

DrowzEE-G-Mamba: Leveraging EEG and State Space Models for Driver Drowsiness Detection

Gourav Siddhad, Sayantan Dey, Partha Pratim Roy

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

Comments 8 Pages, 2 Figures, 1 Table

Journal ref International Conference on Pattern Recognition (ICPR) 2024

StARS DCM: A Sleep Stage-Decoding Forehead EEG Patch for Real-time Modulation of Sleep Physiology

William G. Coon, Preston Peranich, Griffin Milsap

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

Category-aware EEG image generation based on wavelet transform and contrast semantic loss

Enshang Zhang, Zhicheng Zhang, Takashi Hanakawa

机构 * Department of Integrated Neuroanatomy and Neuroimaging, Kyoto University Graduate School of Medicine（整合神经解剖与神经影像学系，京都大学医学研究院） ； JancsiLab, JancsiTech（Jancsi实验室，Jancsi科技） ； Sino-Finland Joint AI Laboratory for Child Health of Zhejiang Province（浙江省儿童健康中芬联合人工智能实验室） 纠错

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

Multi-Modal Spectral Parametrization Method (MMSPM) for analyzing EEG activity with distinct scaling regimes

Frigyes Samuel Racz, John Milton, Juan Luis Cabrera, Gábor Csukly, José del R. Millán

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

Comments 6 pages, 4, figures. This work has been submitted for publication to the 12th Annual IEEE EMBS International Conference on Neural Engineering (https://neuro.embs.org/2025/)

From Theory to Application: Fine-Tuning Large EEG Model with Real-World Stress Data

Siwen Wang, Shitou Zhang, Wan-Lin Chen, Dung Truong, Tzyy-Ping Jung

机构 * Department of Mathematics and Computer Science, Qingdao Academy（数学与计算机科学系，青岛学院） ； Department of Information Engineering, the Chinese University of Hong Kong（信息工程系，香港中文大学） ； Department of Bioengineering, University of California, San Deigo（生物工程系，加州大学圣地亚哥分校） ； Swartz Center for Computational Neuroscience, University of California, San Diego（计算神经科学中心，加州大学圣地亚哥分校） 纠错

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

How EEG preprocessing shapes decoding performance

Roman Kessler, Alexander Enge, Michael A. Skeide

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

EEG Right & Left Voluntary Hand Movement-based Virtual Brain-Computer Interfacing Keyboard Using Hybrid Deep Learning Approach

Biplov Paneru, Bipul Thapa, Bishwash Paneru, Sanjog Chhetri Sapkota

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

Comments Please note: This is the preprint version of the manuscript. The final peer-reviewed version has been published in Advanced Engineering Informatics, Volume 65, Part D, 2025, and is available at: https://doi.org/10.1016/j.aei.2025.103304 Please cite the published journal version for referencing this work

An Innovative Brain-Computer Interface Interaction System Based on the Large Language Model

Jing Jin, Yutao Zhang, Ruitian Xu, Yixin Chen

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

Comments 10 pages,3 figures

Protecting Intellectual Property of EEG-based Neural Networks with Watermarking

Ahmed Abdelaziz, Ahmed Fathi, Ahmed Fares

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

Comments 21 pages, 13 figures, and 6 tables

Transfer Learning for Covert Speech Classification Using EEG Hilbert Envelope and Temporal Fine Structure

Saravanakumar Duraisamy, Mateusz Dubiel, Maurice Rekrut, Luis A. Leiva

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

Comments Accepted to ICASSP 2025

TMS-EEG Reliability: Bridging the Gap to Clinical Use

Giacomo Bertazzoli, Carlo Miniussi, Petro Julkunen, Marta Bortoletto

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

Comments 57 pages, 4 figures

MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data

Gourav Siddhad, Juhi Singh, Partha Pratim Roy

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

Comments 8 pages, 3 figures

Improving SSVEP BCI Spellers With Data Augmentation and Language Models

Joseph Zhang, Ruiming Zhang, Kipngeno Koech, David Hill, Kateryna Shapovalenko

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

MarkovType: A Markov Decision Process Strategy for Non-Invasive Brain-Computer Interfaces Typing Systems

Elifnur Sunger, Yunus Bicer, Deniz Erdogmus, Tales Imbiriba

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

Comments 9 pages, 4 figures