脑机接口 / BCI - arXivDaily 专题

2411.15395 2026-02-19 cs.HC cs.AI cs.CL cs.SY eess.SP eess.SY 84%

ChatBCI: A P300 Speller BCI Leveraging Large Language Models for Improved Sentence Composition in Realistic Scenarios

ChatBCI: 一种利用大语言模型改进真实场景中句子组成的P300拼写BCI

Jiazhen Hong, Weinan Wang, Laleh Najafizadeh

机构 * Integrated Systems and NeuroImaging Laboratory（集成系统与神经成像实验室）； Department of Electrical and Computer Engineering, Rutgers University（电气与计算机工程系，罗格斯大学）

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

AI总结 ChatBCI利用大语言模型提升真实场景中句子组成的效率和效果。

Journal ref Scientific Reports, 2026

2504.03757 2026-02-13 eess.SP cs.LG 84%

EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding

EEG2GAIT：一种用于基于EEG的步态解码的分层图卷积网络

Xi Fu, Rui Liu, Aung Aung Phyo Wai, Hannah Pulferer, Neethu Robinson, Gernot R Müller-Putz, Cuntai Guan

机构 * College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院）； Institute of Neural Engineering, Graz University of Technology（技术大学神经工程研究所）； Center for Al in Medicine (C-AlM)（医学人工智能中心）

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

AI总结 EEG2GAIT通过分层图卷积网络和混合时间-频域奖励损失函数，实现了基于EEG的步态解码，提升了解码性能和准确性。

2602.10361 2026-02-12 q-bio.NC cs.AI cs.CV cs.HC 84%

ENIGMA: EEG-to-Image in 15 Minutes Using Less Than 1% of the Parameters

ENIGMA：在15分钟内使用少于1%的参数实现EEG到图像的转换

Reese Kneeland, Wangshu Jiang, Ugo Bruzadin Nunes, Paul Steven Scotti, Arnaud Delorme, Jonathan Xu

机构 * University of Waterloo（滑铁卢大学）； Princeton Neuroscience Institute（普林斯顿神经科学研究所）； University of California San Diego（加州大学圣地亚哥分校）

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

AI总结 ENIGMA通过简单高效架构，在15分钟内实现EEG到图像的高精度解码，显著提升性能和微调效率。

2601.21521 2026-01-30 cs.LG cs.HC 84%

A Unified SPD Token Transformer Framework for EEG Classification: Systematic Comparison of Geometric Embeddings

一种统一的EEG分类SPD令牌变换框架：几何嵌入的系统比较

Chi-Sheng Chen, En-Jui Kuo, Guan-Ying Chen, Xinyu Zhang, Fan Zhang

机构 * Independent Researcher（独立研究者）； Department of Electrophysics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan（国家阳明交通大学电子物理系）； Department of Mathematics, Boise State University, Boise, ID, USA（数学系，博伊州立大学）

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

AI总结本文提出了一种统一的EEG分类SPD令牌变换框架，通过系统比较几何嵌入方法，证明BWSPD在高维输入下具有更好的梯度条件数和归一化效果，同时在多种EEG任务中实现了优于传统方法的性能。

2601.17844 2026-01-27 cs.HC cs.AI cs.LG 84%

RAICL: Retrieval-Augmented In-Context Learning for Vision-Language-Model Based EEG Seizure Detection

RAICL：基于视觉-语言模型的EEG癫痫检测的检索增强上下文学习

Siyang Li, Zhuoya Wang, Xiyan Gui, Xiaoqing Chen, Ziwei Wang, Yaozhi Wen, Dongrui Wu

机构 * Ministry of Education Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（教育部图像处理与智能控制重点实验室，人工智能与自动化学院，华中科技大学）； State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology, Institute of Automation, Chinese Academy of Sciences（脑认知与脑启发智能技术国家重点实验室，自动化研究所，中国科学院）

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

AI总结 RAICL通过利用视觉-语言模型分析EEG波形图，实现了更高效的癫痫检测，无需重新训练，具有广泛临床应用前景。

2601.12279 2026-01-21 cs.HC cs.LG 84%

HCFT: Hierarchical Convolutional Fusion Transformer for EEG Decoding

HCFT：用于EEG解码的层次卷积融合变换器

Haodong Zhang, Jiapeng Zhu, Yitong Chen, Hongqi Li

机构 * School of Software, Northwestern Polytechnical University（软件学院，西北工业大学）

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

AI总结 HCFT通过层次卷积融合变换器提升EEG解码性能，实现高准确率和稳定性。

Comments Submitted to IEEE Journals

2501.04359 2025-12-30 eess.AS cs.CL cs.HC cs.LG cs.SD 84%

Decoding EEG Speech Perception with Transformers and VAE-based Data Augmentation

基于变换器和基于VAE的数据增强的EEG语音感知解码

Terrance Yu-Hao Chen, Yulin Chen, Pontus Soederhaell, Sadrishya Agrawal, Kateryna Shapovalenko

机构 * Carnegie Mellon University（卡内基梅隆大学）

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

AI总结本研究利用VAE和变换器模型提升EEG语音解码性能，通过数据增强和序列到序列架构改进语音感知任务。

Comments 19 pages, 15 figures, 2 tables

2512.22333 2025-12-30 cs.HC cs.LG 84%

Emotion classification using EEG headset signals and Random Forest

基于EEG头戴设备信号和随机森林的情感分类

Ricardo Vasquez, Diego Riofrío-Luzcando, Joe Carrion-Jumbo, Cesar Guevara

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

AI总结本研究利用EEG信号和随机森林模型对人类情感进行分类，实现了高准确率的情感预测与实时识别。

Comments Preprint. Published version: https://doi.org/10.23919/CISTI58278.2023.10211789

Journal ref In 2023 18th Iberian Conference on Information Systems and Technologies (CISTI), 2023

2404.01250 2025-11-25 q-bio.NC cs.HC 84%

Perceptogram: Reconstructing Visual Percepts and Presumptive Electrode Preference from EEG

Perceptogram: 从EEG重建视觉知觉及推测电极偏好

Teng Fei, Srinivas Ravishankar, Zhining Chen, Abhinav Uppal, Ian Jackson, Virginia R. de Sa

专题命中 EEG解码：EEG(title,abstract)；neural decoding(abstract)；分类 q-bio.NC、cs.HC

AI总结 Perceptogram通过简单线性解码器和CLIP嵌入实现从EEG到图像的高精度重建，并可视化EEG特征图以揭示视觉属性。

2511.15138 2025-11-20 cs.LG cs.HC 84%

Cross-Modal Consistency-Guided Active Learning for Affective BCI Systems

Hyo-Jeong Jang, Hye-Bin Shin, Kang Yin

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

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

2511.11940 2025-11-18 cs.LG eess.SP 84%

Learning the relative composition of EEG signals using pairwise relative shift pretraining

Christopher Sandino, Sayeri Lala, Geeling Chau, Melika Ayoughi, Behrooz Mahasseni, Ellen Zippi, Ali Moin, Erdrin Azemi, Hanlin Goh

机构 * Apple（苹果公司）； Stanford University（斯坦福大学）； California Institute of Technology（加州理工学院）； University of Amsterdam（阿姆斯特丹大学）

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

Comments Foundation Models for the Brain and Body NeurIPS 2025 Workshop

2510.21585 2025-10-27 cs.LG q-bio.NC 84%

REVE: A Foundation Model for EEG -- Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects

Yassine El Ouahidi, Jonathan Lys, Philipp Thölke, Nicolas Farrugia, Bastien Pasdeloup, Vincent Gripon, Karim Jerbi, Giulia Lioi

机构 * IMT Atlantique Lab-STICC UMR CNRS 6285（IMT Atlantique 实验室）； Psychology Department Université de Montréal（蒙特利尔大学心理学系）； Mila (Quebec AI research institute)（魁北克人工智能研究院）； UNIQUE (Quebec Neuro-AI research center)（魁北克神经人工智能研究中心）

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

Comments Code available at: https://brain-bzh.github.io/reve/

2510.19057 2025-10-23 eess.SP cs.RO 84%

Macroscopic EEG Reveals Discriminative Low-Frequency Oscillations in Plan-to-Grasp Visuomotor Tasks

Anna Cetera, Sima Ghafoori, Ali Rabiee, Mohammad Hassan Farhadi, Yalda Shahriari, Reza Abiri

机构 * Department of Electrical, Computer, and Biomedical Engineering, University of Rhode Island（电气、计算机与生物医学工程系，罗德岛大学）

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

Comments 12 pages, 8 figures, 1 table

2509.23524 2025-09-30 q-bio.NC eess.SP 84%

EEG-Based Framework for Reflexive and Perceptual Assessment in CLIS: Preliminary Study in Healthy Volunteers

Nicoli Leal, Rute Bettencourt, Urbano J. Nunes, Gabriel Pires

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

Comments 4 pages, 5 figures, accepted for 8th IEEE ENBENG Conference

2509.19385 2025-09-25 eess.SP cs.LG 84%

A Statistical Mixture-of-Experts Framework for EMG Artifact Removal in EEG: Empirical Insights and a Proof-of-Concept Application

Benjamin J. Choi, Griffin Milsap, Clara A. Scholl, Francesco Tenore, Mattson Ogg

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

2409.12562 2025-09-19 eess.SP q-bio.NC 84%

EEG-based Decoding of Selective Visual Attention in Superimposed Videos

Yuanyuan Yao, Wout De Swaef, Simon Geirnaert, Alexander Bertrand

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

2508.11663 2025-08-19 eess.SP cs.LG 84%

Unsupervised Pairwise Learning Optimization Framework for Cross-Corpus EEG-Based Emotion Recognition Based on Prototype Representation

Guangli Li, Canbiao Wu, Zhen Liang

机构 * School of Biological Science and Medical Engineering, Hunan University of Technology（湖南工业大学生物科学与医学工程学院）； School of Biomedical Engineering, Health Science Center, Shenzhen University（深圳大学生物医学工程学院）； Guangdong Provincial Key Laboratory of Biomedical Measurements and Ultrasound Imaging（广东省生物医学测量与超声成像重点实验室）

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

2409.07480 2025-08-12 eess.SP cs.AI cs.LG 84%

EEG-Language Pretraining for Highly Label-Efficient Clinical Phenotyping

Sam Gijsen, Kerstin Ritter

机构 * Charité – Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, Berlin, Germany（柏林查理医院医学大学精神病与心理治疗系）； Hertie Institute for AI in Brain Health, University of Tübingen, Germany（图宾根大学健康人工智能研究所）

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

Comments Accepted to ICML 2025

2507.14141 2025-07-22 eess.SP cs.AI cs.LG 84%

DIVER-0 : A Fully Channel Equivariant EEG Foundation Model

Danny Dongyeop Han, Ahhyun Lucy Lee, Taeyang Lee, Yonghyeon Gwon, Sebin Lee, Seongjin Lee, David Keetae Park, Shinjae Yoo, Jiook Cha, Chun Kee Chung

机构 * snu（首尔国立大学）； bnl（布鲁克海文国家实验室）

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

Comments 11 pages, 1 figures, ICML 2025 Workshop on GenBio

2505.13021 2025-05-20 eess.SP cs.LG 84%

The role of data partitioning on the performance of EEG-based deep learning models in supervised cross-subject analysis: a preliminary study

Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Alessandra Bertoldo, Livio Finos, Manfredo Atzori

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

Comments Submitted for possible publication. GitHub repository: see https://github.com/MedMaxLab/eegpartition

2503.12392 2025-03-25 q-bio.NC cs.LG 84%

Oscillatory Signatures of Parkinson's Disease: Central and Parietal EEG Alterations Across Multiple Frequency Bands

Artem Lensky

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

2502.00220 2025-02-04 cs.LG cs.IT eess.SP math.IT 84%

Algorithmic Clustering based on String Compression to Extract P300 Structure in EEG Signals

Guillermo Sarasa, Ana Granados, Francisco B Rodríguez

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

Journal ref Computer Methods and Programs in Biomedicine 2019

2501.08139 2025-01-15 eess.SP cs.AI cs.LG 84%

EEG-ReMinD: Enhancing Neurodegenerative EEG Decoding through Self-Supervised State Reconstruction-Primed Riemannian Dynamics

Zirui Wang, Zhenxi Song, Yi Guo, Yuxin Liu, Guoyang Xu, Min Zhang, Zhiguo Zhang

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

2410.23754 2024-12-31 cs.HC q-bio.NC 84%

RealMind: Advancing Visual Decoding and Language Interaction via EEG Signals

Dongyang Li, Haoyang Qin, Mingyang Wu, Jiahua Tang, Yuang Cao, Chen Wei, Quanying Liu

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

2412.17834 2024-12-25 eess.SP cs.LG 84%

EEG-GMACN: Interpretable EEG Graph Mutual Attention Convolutional Network

Haili Ye, Stephan Goerttler, Fei He

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

2411.14666 2024-11-25 cs.HC cs.LG 84%

Brain-Computer Interfaces for Emotional Regulation in Patients with Various Disorders

Vedant Mehta

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

2410.19819 2024-10-29 eess.SP cs.LG 84%

Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks

Mathieu Seraphim, Alexis Lechervy, Florian Yger, Luc Brun, Olivier Etard

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

2407.20254 2024-10-08 eess.SP cs.LG 84%

EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification

Yiyu Gui, MingZhi Chen, Yuqi Su, Guibo Luo, Yuchao Yang

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

2409.12454 2024-09-20 cs.LG cs.AI eess.SP 84%

FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling

Enze Shi, Kui Zhao, Qilong Yuan, Jiaqi Wang, Huawen Hu, Sigang Yu, Shu Zhang

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

2409.03251 2024-09-06 cs.HC cs.LG cs.SY eess.SY 84%

Dual-TSST: A Dual-Branch Temporal-Spectral-Spatial Transformer Model for EEG Decoding

Hongqi Li, Haodong Zhang, Yitong Chen

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

1. EEG解码 3877 篇

ChatBCI: A P300 Speller BCI Leveraging Large Language Models for Improved Sentence Composition in Realistic Scenarios

EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding

ENIGMA: EEG-to-Image in 15 Minutes Using Less Than 1% of the Parameters

A Unified SPD Token Transformer Framework for EEG Classification: Systematic Comparison of Geometric Embeddings

RAICL: Retrieval-Augmented In-Context Learning for Vision-Language-Model Based EEG Seizure Detection

HCFT: Hierarchical Convolutional Fusion Transformer for EEG Decoding

Decoding EEG Speech Perception with Transformers and VAE-based Data Augmentation

Emotion classification using EEG headset signals and Random Forest

Perceptogram: Reconstructing Visual Percepts and Presumptive Electrode Preference from EEG

Cross-Modal Consistency-Guided Active Learning for Affective BCI Systems

Learning the relative composition of EEG signals using pairwise relative shift pretraining

REVE: A Foundation Model for EEG -- Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects

Macroscopic EEG Reveals Discriminative Low-Frequency Oscillations in Plan-to-Grasp Visuomotor Tasks

EEG-Based Framework for Reflexive and Perceptual Assessment in CLIS: Preliminary Study in Healthy Volunteers

A Statistical Mixture-of-Experts Framework for EMG Artifact Removal in EEG: Empirical Insights and a Proof-of-Concept Application

EEG-based Decoding of Selective Visual Attention in Superimposed Videos

Unsupervised Pairwise Learning Optimization Framework for Cross-Corpus EEG-Based Emotion Recognition Based on Prototype Representation

EEG-Language Pretraining for Highly Label-Efficient Clinical Phenotyping

DIVER-0 : A Fully Channel Equivariant EEG Foundation Model

The role of data partitioning on the performance of EEG-based deep learning models in supervised cross-subject analysis: a preliminary study

Oscillatory Signatures of Parkinson's Disease: Central and Parietal EEG Alterations Across Multiple Frequency Bands

Algorithmic Clustering based on String Compression to Extract P300 Structure in EEG Signals

EEG-ReMinD: Enhancing Neurodegenerative EEG Decoding through Self-Supervised State Reconstruction-Primed Riemannian Dynamics

RealMind: Advancing Visual Decoding and Language Interaction via EEG Signals

EEG-GMACN: Interpretable EEG Graph Mutual Attention Convolutional Network

Brain-Computer Interfaces for Emotional Regulation in Patients with Various Disorders

Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks

EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification

FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling

Dual-TSST: A Dual-Branch Temporal-Spectral-Spatial Transformer Model for EEG Decoding