脑机接口 / BCI - arXivDaily 专题

2603.19100 2026-06-08 cs.AI 版本更新 87%

LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling

LuMamba: 用于电极拓扑不变且高效的EEG建模的潜在统一Mamba

Danaé Broustail, Anna Tegon, Thorir Mar Ingolfsson, Yawei Li, Luca Benini

机构 * ETH Zürich, Institute of Information Systems（苏黎世联邦理工学院信息系统研究所）

专题命中 EEG解码：EEG(title,title_cn)

AI总结提出LuMamba框架，结合拓扑不变编码和线性复杂度状态空间模型，通过LUNA的查询交叉注意力机制统一通道，FEMBA的双向Mamba块高效时序建模，在5个下游任务上以4.6M参数达到SOTA性能。

Comments EUSIPCO 2026, 5 pages, 2 figures, 4 tables

2606.00106 2026-06-02 eess.SP cs.AI cs.HC cs.LG 87%

A Methodological Framework for Explicit Control of the Speed-Accuracy Trade-off in Brain-Computer Interfaces

脑机接口中速度-准确性权衡显式控制的方法论框架

Javier Jiménez, Francisco B Rodríguez

机构 * Grupo de Neurocomputación Biológica, Departamento de Ingeniería Informática, Universidad Autónoma de Madrid（生物神经计算组，信息工程系，马德里自治大学）

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

AI总结提出一个独立于分类器、范式和早停策略的评估框架，通过增益和保持度两个指标及可调参数α显式控制速度-准确性权衡，并在P300范式上验证其有效性。

2602.01728 2026-06-02 cs.CE 87%

Aligning Shared and Routed Experts for Cross-Subject EEG Generalization

对齐共享专家和路由专家以实现跨被试脑电图泛化

Zhi Zhang, Yan Liu, Zhejing Hu, Gong Chen, Sheng-hua Zhong, Changhong Jing, Shuqiang Wang, Jibin Wu, KC Tan, Jiannong Cao

专题命中 EEG解码：EEG(title,summary_cn)

AI总结提出共享-路由专家对齐（SREA）框架，通过联合嵌入、原型稀疏路由和互导重加权，协同共享专家与路由专家，解决跨被试EEG泛化中个体差异与可迁移结构的平衡问题。

2604.24765 2026-04-29 eess.SP cs.HC cs.LG 87%

Interpretable Fuzzy Modeling Reveals Population-Level Representation Differences in P300 Brain Computer Interfaces Across Neurodivergent and Neurotypical Cohorts

可解释的模糊建模揭示了P300脑机接口在自闭症、肌萎缩侧索硬化和典型神经群体中的群体层面表征差异

Xiaowei Jiang, Sudong Shang, Adrian Wilkinson, Michael L. Platt, Da Xiao, Bening Cao, Thomas Do

机构 * Department of Management, Griffith Business School（管理学院，格里菲斯商学院）； Department of Neuroscience, Perelman School of Medicine, University of Pennsylvania（神经科学系，佩尔曼医学学院，宾夕法尼亚大学）； Marketing Department, Wharton School of Business, University of Pennsylvania（营销系，沃顿商学院，宾夕法尼亚大学）； Department of Psychology, School of Arts and Sciences, University of Pennsylvania（心理学系，艺术与科学学院，宾夕法尼亚大学）

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

AI总结本文提出可解释的模糊时空框架用于P300分类，分析不同群体在波形形态和表征几何上的系统性差异，揭示群体异质性对解码性能及模型学习结构的影响。

2412.11390 2026-04-14 cs.HC cs.LG eess.SP 87%

PAT: Privacy-Preserving Adversarial Transfer for Accurate, Robust and Privacy-Preserving EEG Decoding

PAT: 用于准确、鲁棒且隐私保护的对抗性迁移

Xiaoqing Chen, Tianwang Jia, Yunlu Tu, Dongrui Wu

机构 * Hubei Key Laboratory of Brain-inspired Intelligent Systems, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（华中科技大学人工智能与自动化学院脑启发智能系统湖北省重点实验室）； Shenzhen Huazhong University of Science and Technology Research Institute（深圳华中科技大学研究院）； Zhongguancun Academy（中关村学院）

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

AI总结本文提出PAT框架，结合数据对齐、对抗训练和隐私保护迁移，提升EEG解码的准确性、鲁棒性和隐私保护，实验表明其在多个数据集上优于现有方法。

2511.02735 2025-11-05 q-bio.QM 87%

Spatial Insight: How Data-Driven Regions of Interest Selection Enhances Single-Trial P300 Classification in EEG-Based BCIs

Eva Guttmann-Flury, Jian Zhao, Mohamad Sawan

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

2412.00082 2025-08-08 cs.LG cs.AI cs.HC eess.SP 87%

PL-DCP: A Pairwise Learning framework with Domain and Class Prototypes for EEG emotion recognition under unseen target conditions

Guangli Li, Canbiao Wu, Zhehao Zhou, Tuo Sun, Ping Tan, Li Zhang, Zhen Liang

机构 * School of Biological Science and Medical Engineering, Hunan University of Technology（湖南工程技术大学生物科学与医学工程学院）； Xiangjiang Laboratory（湘江实验室）； School of Intelligent Engineering and Intelligent Manufacturing, Hunan University of Technology and Business（湖南工程技术大学与商学院智能工程与智能制造学院）； School of Biomedical Engineering, Health Science Center, Shenzhen University（深圳大学生物医学工程学院、健康科学中心）； 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,abstract)；BCI(abstract)；brain-computer interface(abstract)；分类 eess.SP、cs.LG、cs.HC

2504.10296 2025-04-15 cs.RO cs.HC cs.LG 87%

Siamese Network with Dual Attention for EEG-Driven Social Learning: Bridging the Human-Robot Gap in Long-Tail Autonomous Driving

Xiaoshan Zhou, Carol C. Menassa, Vineet R. Kamat

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

Comments 50 pages, 18 figures

2409.00101 2025-03-21 eess.SP cs.HC cs.LG 87%

NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals

Wei-Bang Jiang, Yansen Wang, Bao-Liang Lu, Dongsheng Li

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

Comments The Thirteenth International Conference on Learning Representations

Journal ref The Thirteenth International Conference on Learning Representations, 2025

2502.17464 2025-02-26 eess.SP cs.LG q-bio.NC 87%

Large Cognition Model: Towards Pretrained EEG Foundation Model

Chi-Sheng Chen, Ying-Jung Chen, Aidan Hung-Wen Tsai

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

2411.10450 2024-11-19 eess.SP cs.AI cs.HC cs.LG 87%

Dataset Refinement for Improving the Generalization Ability of the EEG Decoding Model

Sung-Jin Kim, Dae-Hyeok Lee, Hyeon-Taek Han

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

Comments 4 pages, 1 figure, conference

2105.02786 2024-10-28 cs.NE cs.LG eess.SP q-bio.NC 87%

LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface

Yi Ding, Neethu Robinson, Chengxuan Tong, Qiuhao Zeng, Cuntai Guan

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

Comments This work has been submitted to the IEEE for possible publication

2408.12124 2024-08-23 cs.LG cs.HC eess.SP 87%

Recording Brain Activity While Listening to Music Using Wearable EEG Devices Combined with Bidirectional Long Short-Term Memory Networks

Jingyi Wang, Zhiqun Wang, Guiran Liu

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

Comments 15 pages

2407.20250 2024-07-31 eess.SP cs.AI cs.HC cs.LG 87%

Riemannian Geometry-Based EEG Approaches: A Literature Review

Imad Eddine Tibermacine, Samuele Russo, Ahmed Tibermacine, Abdelaziz Rabehi, Bachir Nail, Kamel Kadri, Christian Napoli

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

2405.02165 2024-05-06 cs.CL cs.AI 87%

EEG2TEXT: Open Vocabulary EEG-to-Text Decoding with EEG Pre-Training and Multi-View Transformer

Hanwen Liu, Daniel Hajialigol, Benny Antony, Aiguo Han, Xuan Wang

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

2308.13234 2024-04-05 cs.HC cs.AI eess.SP q-bio.NC 87%

Decoding Natural Images from EEG for Object Recognition

Yonghao Song, Bingchuan Liu, Xiang Li, Nanlin Shi, Yijun Wang, Xiaorong Gao

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

Comments ICLR, 2024

2305.11908 2023-05-23 cs.HC cs.LG q-bio.NC stat.ML 87%

Sequential Best-Arm Identification with Application to Brain-Computer Interface

Xin Zhou, Botao Hao, Jian Kang, Tor Lattimore, Lexin Li

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

2304.06471 2023-04-14 eess.SP cs.HC cs.LG 87%

Two Heads are Better than One: A Bio-inspired Method for Improving Classification on EEG-ET Data

Eric Modesitt, Ruiqi Yang, Qi Liu

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

Comments 6 pages, 3 figures, HCI International 2023 Poster

2205.08419 2023-04-14 eess.SP cs.AI cs.HC cs.LG 87%

Human Emotion Classification based on EEG Signals Using Recurrent Neural Network And KNN

Shashank Joshi, Falak Joshi

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

2303.06068 2023-03-13 eess.SP cs.AI cs.LG q-bio.NC 87%

EEG Synthetic Data Generation Using Probabilistic Diffusion Models

Giulio Tosato, Cesare M. Dalbagno, Francesco Fumagalli

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

Comments Our paper has been accepted for presentation at the Synapsium2023 conference

2209.11767 2022-11-23 eess.SP cs.AI cs.CV cs.LG q-bio.NC 87%

Mental arithmetic task classification with convolutional neural network based on spectral-temporal features from EEG

Zaineb Ajra, Binbin Xu, Gérard Dray, Jacky Montmain, Stephane Perrey

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

Comments Updated Figure

Journal ref 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)

2001.11569 2022-11-15 cs.HC cs.LG eess.SP 87%

Tiny noise, big mistakes: Adversarial perturbations induce errors in Brain-Computer Interface spellers

Xiao Zhang, Dongrui Wu, Lieyun Ding, Hanbin Luo, Chin-Teng Lin, Tzyy-Ping Jung, Ricardo Chavarriaga

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

Journal ref National Science Review, 8(4), 2021

1912.01171 2022-11-15 cs.LG cs.HC eess.SP 87%

Universal Adversarial Perturbations for CNN Classifiers in EEG-Based BCIs

Zihan Liu, Lubin Meng, Xiao Zhang, Weili Fang, Dongrui Wu

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

Journal ref Journal of Neural Engineering, 8:0460a4, 2021

2207.12662 2022-07-27 cs.LG cs.HC eess.SP 87%

Time Majority Voting, a PC-based EEG Classifier for Non-expert Users

Guangyao Dou, Zheng Zhou, Xiaodong Qu

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

2204.07362 2022-04-18 q-bio.NC cs.HC eess.SP 87%

Decoding Neural Correlation of Language-Specific Imagined Speech using EEG Signals

Keon-Woo Lee, Dae-Hyeok Lee, Sung-Jin Kim, Seong-Whan Lee

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

Comments Accepted in EMBC 2022

2204.07358 2022-04-18 eess.SP cs.HC cs.LG 87%

Prototype-based Domain Generalization Framework for Subject-Independent Brain-Computer Interfaces

Serkan Musellim, Dong-Kyun Han, Ji-Hoon Jeong, Seong-Whan Lee

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

Comments Accepted in EMBC 2022

2204.07162 2022-04-18 q-bio.NC cs.AI cs.LG eess.SP 87%

Spatio-Temporal Analysis of Transformer based Architecture for Attention Estimation from EEG

Victor Delvigne, Hazem Wannous, Jean-Philippe Vandeborre, Laurence Ris, Thierry Dutoit

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

2107.07064 2021-07-16 eess.SP cs.HC cs.LG cs.SD eess.AS 87%

DAL: Feature Learning from Overt Speech to Decode Imagined Speech-based EEG Signals with Convolutional Autoencoder

Dae-Hyeok Lee, Sung-Jin Kim, Seong-Whan Lee

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

Comments 14 pages, 6 figures

2002.02086 2021-04-15 cs.HC cs.LG eess.SP 87%

DeepBrain: Towards Personalized EEG Interaction through Attentional and Embedded LSTM Learning

Di Wu, Huayan Wan, Siping Liu, Weiren Yu, Zhanpeng Jin, Dakuo Wang

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

1904.04156 2019-04-09 eess.SP cs.HC cs.LG cs.NE 87%

A Many Objective Optimization Approach for Transfer Learning in EEG Classification

Monalisa Pal, Sanghamitra Bandyopadhyay, Saugat Bhattacharyya

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

Comments Pre-submission work

1. EEG解码 3877 篇

LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling

A Methodological Framework for Explicit Control of the Speed-Accuracy Trade-off in Brain-Computer Interfaces

Aligning Shared and Routed Experts for Cross-Subject EEG Generalization

Interpretable Fuzzy Modeling Reveals Population-Level Representation Differences in P300 Brain Computer Interfaces Across Neurodivergent and Neurotypical Cohorts

PAT: Privacy-Preserving Adversarial Transfer for Accurate, Robust and Privacy-Preserving EEG Decoding

Spatial Insight: How Data-Driven Regions of Interest Selection Enhances Single-Trial P300 Classification in EEG-Based BCIs

PL-DCP: A Pairwise Learning framework with Domain and Class Prototypes for EEG emotion recognition under unseen target conditions

Siamese Network with Dual Attention for EEG-Driven Social Learning: Bridging the Human-Robot Gap in Long-Tail Autonomous Driving

NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals

Large Cognition Model: Towards Pretrained EEG Foundation Model

Dataset Refinement for Improving the Generalization Ability of the EEG Decoding Model

LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface

Recording Brain Activity While Listening to Music Using Wearable EEG Devices Combined with Bidirectional Long Short-Term Memory Networks

Riemannian Geometry-Based EEG Approaches: A Literature Review

EEG2TEXT: Open Vocabulary EEG-to-Text Decoding with EEG Pre-Training and Multi-View Transformer

Decoding Natural Images from EEG for Object Recognition

Sequential Best-Arm Identification with Application to Brain-Computer Interface

Two Heads are Better than One: A Bio-inspired Method for Improving Classification on EEG-ET Data

Human Emotion Classification based on EEG Signals Using Recurrent Neural Network And KNN

EEG Synthetic Data Generation Using Probabilistic Diffusion Models

Mental arithmetic task classification with convolutional neural network based on spectral-temporal features from EEG

Tiny noise, big mistakes: Adversarial perturbations induce errors in Brain-Computer Interface spellers

Universal Adversarial Perturbations for CNN Classifiers in EEG-Based BCIs

Time Majority Voting, a PC-based EEG Classifier for Non-expert Users

Decoding Neural Correlation of Language-Specific Imagined Speech using EEG Signals

Prototype-based Domain Generalization Framework for Subject-Independent Brain-Computer Interfaces

Spatio-Temporal Analysis of Transformer based Architecture for Attention Estimation from EEG

DAL: Feature Learning from Overt Speech to Decode Imagined Speech-based EEG Signals with Convolutional Autoencoder

DeepBrain: Towards Personalized EEG Interaction through Attentional and Embedded LSTM Learning

A Many Objective Optimization Approach for Transfer Learning in EEG Classification