脑机接口 / BCI

Autoregressive Visual Decoding from EEG Signals

从EEG信号进行自回归视觉解码

Sicheng Dai, Hongwang Xiao, Shan Yu, Qiwei Ye

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artifcial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology（脑认知与脑启智技术国家重点实验室） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） ； National Key Laboratory for Multimedia Information Processing, Peking University（北京大学多媒体信息处理国家重点实验室） 纠错

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

AI总结 AVDE通过自回归生成框架和对比学习提升EEG信号的视觉解码效率，实现高效且可解释的脑机接口应用。

Journal ref ICLR 2026

Adaptive Semi-Supervised Training of P300 ERP-BCI Speller System with Minimum Calibration Effort

自适应半监督训练的P300 ERP-BCI拼写系统：最小校准努力

Shumeng Chen, Jane E. Huggins, Tianwen Ma

机构 * Department of Biostatistics and Bioinformatics（生物统计学与生物信息学系） ； Rollins School of Public Health, Emory University（埃默里大学罗林斯公共卫生学院） ； Department of Physical Medicine and Rehabilitation（物理医学与康复系） ； Department of Biomedical Engineering（生物医学工程系） ； University of Michigan（密歇根大学） 纠错

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

AI总结 本文提出了一种自适应半监督学习框架，通过最小化校准努力提升P300 ERP-BCI拼写系统的实时拼写效率。

Comments 8 pages, 8 figures

HFMCA: Orthonormal Feature Learning for EEG-based Brain Decoding

HFMCA：基于EEG的脑解码的正交特征学习

Yinghao Wang, Lintao Xu, Shujian Yu, Enzo Tartaglione, Van-Tam Nguyen

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

AI总结 HFMCA通过正交特征学习提升EEG脑解码的准确率和泛化能力

Cross-Frequency Bispectral EEG Analysis of Reach-to-Grasp Planning and Execution

跨频率双谱EEG分析抓取计划与执行

Sima Ghafoori, Anna Cetera, Ali Rabiee, MH Farhadi, Rahul Singh, Mariusz Furmanek, Yalda Shahriari, Reza Abiri

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

AI总结 本研究通过跨频率双谱EEG分析，揭示了运动计划与执行阶段中非线性耦合的差异，展示了双谱分析在抓取行为中的应用价值。

Comments manuscript is 34 pages, 6 figures, 2 tables, journal -- supplementary material is 9 pages, 3 figures, 1 table

Wheelchair automation by a hybrid BCI system using SSVEP and eye blinks

通过SSVEP和眼跳混合BCI系统实现轮椅自动化

Lizy Kanungo, Nikhil Garg, Anish Bhobe, Smit Rajguru, Veeky Baths

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

AI总结 通过结合SSVEP和眼跳的混合BCI系统，实现残障人士的轮椅自动化控制，实验结果显示高准确率和高效执行。

Comments Accepted to 2021 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC)

Non-Stationarity in Brain-Computer Interfaces: An Analytical Perspective

脑机接口中的非平稳性：分析视角

Hubert Cecotti, Rashmi Mrugank Shah, Raksha Jagadish, Toshihisa Tanaka

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

AI总结 本文分析了脑电图信号非平稳性的成因及其对脑机接口应用的影响，探讨了协变量偏移的检测与纠正方法。

Human-AI Teaming Under Deception: An Implicit BCI Safeguards Drone Team Performance in Virtual Reality

人类与人工智能协同工作中的欺骗：一种隐式脑机接口保护虚拟现实中的无人机团队性能

Christopher Baker, Stephen Hinton, Akashdeep Nijjar, Riccardo Poli, Caterina Cinel, Tom Reed, Stephen Fairclough

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

AI总结 隐式脑机接口通过解耦神经信号与行为，提升虚拟现实无人机团队在AI欺骗下的鲁棒性与安全性。

Comments 30 pages, 19 figures

Enhancing EEG Signal-Based Emotion Recognition with Synthetic Data: Diffusion Model Approach

通过合成数据增强EEG信号基于情绪识别：扩散模型方法

Gourav Siddhad, Masakazu Iwamura, Partha Pratim Roy

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

AI总结 本研究提出基于扩散模型的合成数据生成方法，用于提升EEG信号的情绪识别准确率，实验结果显示在DEAP数据集上分类准确率提高5.6%，优于传统GAN和DDPM方法。

Comments 10 Pages, 10 Figures, 4 Tables

Journal ref IEEE Trans. Artif. Intell., 2025

Enhancing Interpretability of AR-SSVEP-Based Motor Intention Recognition via CNN-BiLSTM and SHAP Analysis on EEG Data

通过CNN-BiLSTM和SHAP分析提升基于AR-SSVEP的运动意图识别的可解释性

Lin Yang, Xiang Li, Xin Ma, Xinxin Zhao

机构 * School of Control Science（控制科学学院） ； Engineering Shandong University Jinan, Shandong（山东大学工程学院济南山东） ； Shandong Inspur Science Research Institute Co., Ltd. Jinan, Shandong（山东 Inspur 科研院有限公司济南山东） 纠错

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

AI总结 本文提出基于AR-SSVEP的运动意图识别系统，结合CNN-BiLSTM与SHAP分析提升模型可解释性，以改善康复训练中的患者参与度和治疗师工作效率。

A Novel Brain-Computer Interface Architecture: The Brain-Muscle-Hand Interface for replicating the motor pathway

一种新颖的脑机接口架构：用于复制运动通路的脑-肌肉-手接口

Sun Ye, Zuo Cuiming, Zhang Rui, Shi Bin, Pang Yajing, Gao Lingyun, Zhao Bowei, Wang Jing, Yao Dezhong, Liu Gang

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

AI总结 本研究提出BMHI，通过解码EEG信号重建肌肉EMG活动，实现连续自然的运动控制，显著提升解码准确性和效率。

Comments 20 pages, 12 figures

Efficient Transformer-Integrated Deep Neural Architectures for Robust EEG Decoding of Complex Visual Imagery

Byoung-Hee Kwon

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

Comments Doctoral dissertation, Korea University, 2025

Toward Adaptive BCIs: Enhancing Decoding Stability via User State-Aware EEG Filtering

Yeon-Woo Choi, Hye-Bin Shin, Dan Li

机构 * Dept. of Artificial Intelligence Korea University Seoul, Republic of Korea（人工智能系 韩国大学首尔共和国） 纠错

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

Comments 4 pages, 3 figures, conference

HEAR: An EEG Foundation Model with Heterogeneous Electrode Adaptive Representation

Zhige Chen, Chengxuan Qin, Wenlong You, Rui Liu, Congying Chu, Rui Yang, Kay Chen Tan, Jibin Wu

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

DBConformer: Dual-Branch Convolutional Transformer for EEG Decoding

Ziwei Wang, Hongbin Wang, Tianwang Jia, Xingyi He, Siyang Li, 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） 纠错

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

Comments 14 pages, 7 figures

Handwriting Imagery EEG Classification based on Convolutional Neural Networks

Hao Yang, Guang Ouyang

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

Detecting Reading-Induced Confusion Using EEG and Eye Tracking

Haojun Zhuang, Dünya Baradari, Nataliya Kosmyna, Arnav Balyan, Constanze Albrecht, Stephanie Chen, Pattie Maes

机构 * University of California, Berkeley（加州大学伯克利分校） ； MIT Media Lab（MIT媒体实验室） ； Princeton University（普林斯顿大学） 纠错

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

MindChat: Enhancing BCI Spelling with Large Language Models in Realistic Scenarios

JIaheng Wang, Yucun Zhong, Chengjie Huang, Lin Yao

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

Neural Networks Meet Neural Activity: Utilizing EEG for Mental Workload Estimation

Gourav Siddhad, Partha Pratim Roy, Byung-Gyu Kim

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

Comments 8 Pages, 4 Figures, 1 Table

Journal ref International Conference on Pattern Recognition (ICPR) 2024

Neural Signatures Within and Between Chess Puzzle Solving and Standard Cognitive Tasks for Brain-Computer Interfaces: A Low-Cost Electroencephalography Study

Matthew Russell, Samuel Youkeles, William Xia, Kenny Zheng, Aman Shah, Robert J. K. Jacob

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

Comments 29 pages, 13 figures

Fast SSVEP Detection Using a Calibration-Free EEG Decoding Framework

Chenlong Wang, Jiaao Li, Shuailei Zhang, Wenbo Ding, Xinlei Chen

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

Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers

Yi Ding, Joon Hei Lee, Shuailei Zhang, Tianze Luo, Cuntai Guan

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

Comments Accepted by EMBC-2025

Sub-Scalp Brain-Computer Interface Device Design and Fabrication

Timothy B. Mahoney, David B. Grayden, Sam E. John

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

Comments 10 Pages. 6 Figures. 2 Tables

Decoding Imagined Handwriting from EEG

Srinivas Ravishankar, Nora Zajzon, Virginia de Sa

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

Edge-Fog Computing-Enabled EEG Data Compression via Asymmetrical Variational Discrete Cosine Transform Network

Xin Zhu, Hongyi Pan, Ahmet Enis Cetin

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

Comments Accepted by the IEEE Internet of Things Journal

Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models

Eleonora Lopez, Luigi Sigillo, Federica Colonnese, Massimo Panella, Danilo Comminiello

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

Comments Accepted at ICASSP 2025

Enhancing Listened Speech Decoding from EEG via Parallel Phoneme Sequence Prediction

Jihwan Lee, Tiantian Feng, Aditya Kommineni, Sudarsana Reddy Kadiri, Shrikanth Narayanan

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

Comments ICASSP 2025

Naturalistic Music Decoding from EEG Data via Latent Diffusion Models

Emilian Postolache, Natalia Polouliakh, Hiroaki Kitano, Akima Connelly, Emanuele Rodolà, Luca Cosmo, Taketo Akama

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

Comments Accepted at ICASSP-25

Privacy-Preserving Brain-Computer Interfaces: A Systematic Review

K. Xia, W. Duch, Y. Sun, K. Xu, W. Fang, H. Luo, Y. Zhang, D. Sang, X. Xu, F-Y Wang, D. Wu

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

Journal ref IEEE Trans. on Computational Social Systems, 10(5):2312-2324, 2023

MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning

Minghao Xiao, Zhengxi Zhu, Kang Xie, Bin Jiang

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

Enhancing Immersion and Presence in the Metaverse with Over-the-Air Brain-Computer Interface

Nguyen Quang Hieu, Dinh Thai Hoang, Diep N. Nguyen, Van-Dinh Nguyen, Yong Xiao, Eryk Dutkiewicz

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

Comments arXiv admin note: text overlap with arXiv:2212.08811