脑机接口 / BCI

Leveraging Generic Time Series Foundation Models for EEG Classification

Théo Gnassounou, Yessin Moakher, Shifeng Xie, Vasilii Feofanov, Ievgen Redko

机构 * Université Paris-Saclay, Inria, CEA（巴黎萨克雷大学、法国国家信息与自动化研究所、法国原子能委员会） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

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

Journal ref NeurIPS 2025 Workshop "Recent Advances in Time Series Foundation Models Have We Reached the 'BERT Moment'?"

Is Limited Participant Diversity Impeding EEG-based Machine Learning?

Philipp Bomatter, Henry Gouk

机构 * School of Informatics University of Edinburgh（信息学院爱丁堡大学） 纠错

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

Functional connectivity guided deep neural network for decoding high-level visual imagery

Byoung-Hee Kwon, Minji Lee, Seong-Whan Lee

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

Comments 34 pages, 8 figures, 6 tables

Inferring trust in recommendation systems from brain, behavioural, and physiological data

Vincent K. M. Cheung, Pei-Cheng Shih, Masato Hirano, Masataka Goto, Shinichi Furuya

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

ESTformer: Transformer utilising spatiotemporal dependencies for electroencephalogram super-resolution

Dongdong Li, Zhongliang Zeng, Zhe Wang, Hai Yang

机构 * East China University of Science and Technology（东华大学） 纠错

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

Comments Accepted by Knowledge-Based Systems

Journal ref Knowledge-Based Systems, 317, 113345 (2025)

EARS-UDE: Evaluating Auditory Response in Sensory Overload with Universal Differential Equations

Miheer Salunke, Prathamesh Dinesh Joshi, Raj Abhijit Dandekar, Rajat Dandekar, Sreedath Panat

机构 * Vizuara AI Labs（Vizuara AI实验室） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Robust fuzzy clustering for high-dimensional multivariate time series with outlier detection

Ziling Ma, Ángel López-Oriona, Hernando Ombao, Ying Sun

专题命中 EEG解码 ：EEG(abstract)

Reconstructing Unseen Sentences from Speech-related Biosignals for Open-vocabulary Neural Communication

Deok-Seon Kim, Seo-Hyun Lee, Kang Yin, Seong-Whan Lee

专题命中 语音与意图解码 ：EEG(abstract)；分类 cs.HC

Comments Accepted for publication in IEEE Transactions on Neural Systems and Rehabilitation Engineering

ZEBRA: Towards Zero-Shot Cross-Subject Generalization for Universal Brain Visual Decoding

Haonan Wang, Jingyu Lu, Hongrui Li, Xiaomeng Li

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 BCI数据与评测 ：neural decoding(abstract)

Comments Accepted by NeurIPS 2025