脑机接口 / BCI

Shrinking the Teacher: An Adaptive Teaching Paradigm for Asymmetric EEG-Vision Alignment

Lukun Wu, Jie Li, Ziqi Ren, Kaifan Zhang, Xinbo Gao

专题命中 EEG解码 ：EEG(title,abstract)

Comments 21pages,12 figures,published to AAAI 2026

Exploring the correlation between the type of music and the emotions evoked: A study using subjective questionnaires and EEG

Jelizaveta Jankowska, Bożena Kostek, Fernando Alonso-Fernandez, Prayag Tiwari

机构 * Audio Acoustics Lab - Faculty of Electronics, Telecommunications and Informatics, Gdańsk University of Technology (GUT), Poland（电子电信与信息学院，格但斯克技术大学（GUT）） ； School of Information Technology, Halmstad University, Sweden（信息科技学院，哈马碧大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Comments Published at IWAIPR 2025 conference

EEG-MedRAG: Enhancing EEG-based Clinical Decision-Making via Hierarchical Hypergraph Retrieval-Augmented Generation

Yi Wang, Haoran Luo, Lu Meng, Ziyu Jia, Xinliang Zhou, Qingsong Wen

机构 * College of Information Science and Engineering, Northeastern University（信息科学与工程学院，东北大学） ； Foshan Graduate School of Innovation, Northeastern University（创新佛山研究生院，东北大学） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） ； Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） ； Squirrel Ai Learning 纠错

专题命中 EEG解码 ：EEG(title,abstract)

ELPG-DTFS: Prior-Guided Adaptive Time-Frequency Graph Neural Network for EEG Depression Diagnosis

Jingru Qiu, Jiale Liang, Xuanhan Fan, Mingda Zhang, Zhenli He

机构 * School of Software, Yunnan University（云南大学软件学院） ； Yunnan Key Laboratory of Software Engineering, Yunnan University（云南软件工程重点实验室） ； Engineering Research Center of Cyberspace, Yunnan University（云南网络空间工程研究中心） ； School of Medical Technology, Beijing Institute of Technology（北京理工大学医学技术学院） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Comments 8 page,3 figures

D4PM: A Dual-branch Driven Denoising Diffusion Probabilistic Model with Joint Posterior Diffusion Sampling for EEG Artifacts Removal

Feixue Shao, Xueyu Liu, Yongfei Wu, Jianbo Lu, Guiying Yan, Weihua Yang

专题命中 EEG解码 ：EEG(title,abstract)

Spec2VolCAMU-Net: A Spectrogram-to-Volume Model for EEG-to-fMRI Reconstruction based on Multi-directional Time-Frequency Convolutional Attention Encoder and Vision-Mamba U-Net

Dongyi He, Shiyang Li, Bin Jiang, He Yan

机构 * School of Artificial Intelligence, Chongqing University of Technology（人工智能学院，重庆理工大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

An Emotion Recognition Framework via Cross-modal Alignment of EEG and Eye Movement Data

Jianlu Wang, Yanan Wang, Tong Liu

专题命中 EEG解码 ：EEG(title,abstract)

PhysioSync: Temporal and Cross-Modal Contrastive Learning Inspired by Physiological Synchronization for EEG-Based Emotion Recognition

Kai Cui, Jia Li, Yu Liu, Xuesong Zhang, Zhenzhen Hu, Meng Wang

机构 * School of Instrument Science and Opto-electronics Engineering, Hefei University of Technology（仪器科学与光电工程学院，合肥工业大学） ； School of Computer Science and Information Engineering, Hefei University of Technology（计算机科学与信息工程学院，合肥工业大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Comments To appear in IEEE TCSS. The source code is publicly available at https://github.com/MSA-LMC/PhysioSync

EffortNet: A Deep Learning Framework for Objective Assessment of Speech Enhancement Technologies Using EEG-Based Alpha Oscillations

Ching-Chih Sung, Cheng-Hung Hsin, Yu-Anne Shiah, Bo-Jyun Lin, Yi-Xuan Lai, Chia-Ying Lee, Yu-Te Wang, Borchin Su, Yu Tsao

专题命中 EEG解码 ：EEG(title,abstract)

Discerning and quantifying high frequency activities in EEG under normal and epileptic conditions

Jyotiraj Nath, Shreya Banerjee, Bhaswati Singha Deo, Mayukha Pal, Prasanta K. Panigrahi

专题命中 EEG解码 ：EEG(title,abstract)

Neuro-3D: Towards 3D Visual Decoding from EEG Signals

Zhanqiang Guo, Jiamin Wu, Yonghao Song, Jiahui Bu, Weijian Mai, Qihao Zheng, Wanli Ouyang, Chunfeng Song

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Tsinghua University（清华大学） ； The Chinese University of Hong Kong（香港中文大学） ； Shanghai Innovation Institute（上海创新研究院） ； Shanghai Jiao Tong University（上海交通大学） ； South China University of Technology（华南理工大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Spatial Imputation Drives Cross-Domain Alignment for EEG Classification

Hongjun Liu, Chao Yao, Yalan Zhang, Xiaokun wang, Xiaojuan Ban

机构 * School of Intelligence Science and Technology（智能科学与技术学院） ； University of Science and Technology Beijing（科学技术大学） ； School of Computer and Communication Engineering（计算机与通信工程学院） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Comments ACMMM 2025 poster

Bayesian Mixed-Effects Models for Multilevel Two-way Functional Data: Applications to EEG Experiments

Xiaomeng Ju, Thaddeus Tarpey, Hyung G Park

专题命中 EEG解码 ：EEG(title,abstract)

EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation

Hongyu Chen, Weiming Zeng, Chengcheng Chen, Luhui Cai, Fei Wang, Yuhu Shi, Lei Wang, Wei Zhang, Yueyang Li, Hongjie Yan, Wai Ting Siok, Nizhuan Wang

机构 * Laboratory of Digital Image and Intelligent Computation, Shanghai Maritime University, Shanghai 201306, China（数字图像与智能计算实验室，上海 Maritime 大学） ； Department of Neurology, Affiliated Lianyungang Hospital of Xuzhou Medical University, Lianyungang 222002, China（神经内科，徐州医学院附属连云港医院） ； Department of Chinese and Bilingual Studies, The Hong Kong Polytechnic University, Hong Kong, SAR, China（中文学与双语研究部，香港理工大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Comments 17 pages, 16 figures, 5 tables

Journal ref Neural Networks,2025

Prior Variances and Depth Un-Biased Estimators in EEG Focal Source Imaging

Alexandra Koulouri, Ville Rimpiläinen, Mike Brookes, Jari P Kaipio

专题命中 EEG解码 ：EEG(title,abstract)

Comments 4 pages, 3 figures, European Medical and Biological Engineering Conference

DREAMS: A python framework for Training Deep Learning Models on EEG Data with Model Card Reporting for Medical Applications

Rabindra Khadka, Pedro G Lind, Anis Yazidi, Asma Belhadi

机构 * Department of Computer Science, OsloMet -- Oslo Metropolitan University（计算机科学系，奥斯陆Met大学） ； Simula Research Laboratory, Numerical Analysis and Scientific Computing（Simula研究实验室，数值分析与科学计算） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Club Exco: clustering brain extreme communities from multi-channel EEG data

Matheus B. Guerrero, Paolo V. Redondo, Marco A. Pinto-Orellana, Beth A. Lopour, Hernando Ombao, Raphaël Huser

专题命中 EEG解码 ：EEG(title,abstract)

Comments 23 pages, 7 figures

Novel software for continuous wavelet analysis enable EEG real-time analysis on portable computers

Shoichiro Nakanishi

专题命中 EEG解码 ：EEG(title,abstract)

Comments 17 pages, 4 figures, 2 tables

GANORM: Lifespan Normative Modeling of EEG Network Topology based on Multinational Cross-Spectra

Shiang Hu, Xiaolong Huang, Yifan Hu, Xue Xiang, Xiaoliang Sheng, Debin Zhou, Pedro A. Valdes-Sosa

专题命中 EEG解码 ：EEG(title,abstract)

Decoding Speaker-Normalized Pitch from EEG for Mandarin Perception

Jiaxin Chen, Yiming Wang, Ziyu Zhang, Jiayang Han, Yin-Long Liu, Rui Feng, Xiuyuan Liang, Zhen-Hua Ling, Jiahong Yuan

机构 * University of Science and Technology of China（中国科学技术大学） ； National Engineering Research Center of Speech and Language Information Processing（语音与语言信息处理国家级工程研究中心） ； Interdisciplinary Research Center for Linguistic Sciences（语言科学交叉研究中心） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Learning Interpretable Representations Leads to Semantically Faithful EEG-to-Text Generation

Xiaozhao Liu, Dinggang Shen, Xihui Liu

机构 * University of Hong Kong（香港大学） ； ShanghaiTech University（上海科技大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Comments Code, checkpoint and text samples available at https://github.com/justin-xzliu/GLIM

Dynamical phase transitions in postictal generalized EEG suppression

Subhasanket Dutta, Sarika Jalan, Yash Shashank Vakilna, Sandipan Pati

专题命中 EEG解码 ：EEG(title,abstract)

Towards Brain Passage Retrieval -- An Investigation of EEG Query Representations

Niall McGuire, Yashar Moshfeghi

专题命中 EEG解码 ：EEG(title,abstract)

From Brainwaves to Brain Scans: A Robust Neural Network for EEG-to-fMRI Synthesis

Kristofer Grover Roos, Atsushi Fukuda, Quan Huu Cap

机构 * AI Development Department, Aillis, Inc.（Aillis公司人工智能开发部） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Partial Label Learning for Emotion Recognition from EEG

Guangyi Zhang, Ali Etemad

机构 * National Institute of Standards and Technology（美国国家标准与技术研究院） ； Rice University（莱斯大学） ； Colorado State University（科罗拉多州立大学） ； University of Colorado（科罗拉多大学） ； National Research Institute for Metals（国立金属材料研究所） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Comments 15 pages, 13 figures

Journal ref IEEE Transactions on Affective Computing 2025

Unifying EEG and Speech for Emotion Recognition: A Two-Step Joint Learning Framework for Handling Missing EEG Data During Inference

Upasana Tiwari, Rupayan Chakraborty, Sunil Kumar Kopparapu

机构 * TCS（塔塔咨询服务公司） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Comments 10 pages, 5 figures

Graph-Based Deep Learning on Stereo EEG for Predicting Seizure Freedom in Epilepsy Patients

Artur Agaronyan, Syeda Abeera Amir, Nunthasiri Wittayanakorn, John Schreiber, Marius G. Linguraru, William Gaillard, Chima Oluigbo, Syed Muhammad Anwar

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

The Local Subtraction Approach For EEG and MEG Forward Modeling

Malte B. Höltershinken, Pia Lange, Tim Erdbrügger, Yvonne Buschermöhle, Fabrice Wallois, Alena Buyx, Sampsa Pursiainen, Johannes Vorwerk, Christian Engwer, Carsten H. Wolters

专题命中 EEG解码 ：EEG(title,abstract)

Comments 24 pages, 27 figures

Spatio-Temporal Progressive Attention Model for EEG Classification in Rapid Serial Visual Presentation Task

Yang Li, Wei Liu, Tianzhi Feng, Fu Li, Chennan Wu, Boxun Fu, Zhifu Zhao, Xiaotian Wang, Guangming Shi

机构 * Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education（教育部智能感知与图像理解重点实验室） ； School of Artificial Intelligence, Xidian University（西安电子科技大学人工智能学院） 纠错

专题命中 EEG解码 ：EEG(title,abstract)

Robust Functional Ward's Linkages with Applications in EEG data Clustering

Tianbo Chen

专题命中 EEG解码 ：EEG(title,abstract)