脑机接口 / BCI

Multimodal Cardiovascular Risk Profiling Using Self-Supervised Learning of Polysomnography

Zhengxiao He, Huayu Li, Geng Yuan, William D. S. Killgore, Stuart F. Quan, Chen X. Chen, Ao Li

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

AADNet: An End-to-End Deep Learning Model for Auditory Attention Decoding

Nhan Duc Thanh Nguyen, Huy Phan, Simon Geirnaert, Kaare Mikkelsen, Preben Kidmose

机构 * Center for Ear-EEG, Department of Electrical and Computer Engineering, Aarhus University（耳电中心，电气与计算机工程系，奥胡斯大学） ； Meta Reality Labs（Meta现实实验室） ； Department of Electrical Engineering (ESAT), Stadius Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven and Leuven.AI - KU Leuven institute for AI（电气工程系（ESAT），动态系统、信号处理与数据分析中心，根特大学及Leuven.AI - 根特大学人工智能研究所） ； Department of Neurosciences, Research Group ExpORL, Herestraat 49 box 721, B-3000 Leuven, Belgium（神经科学系，ExpORL研究组，Belgium Leuven） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 eess.SP

Comments 11 pages, 6 figures

Reduced Efficiency in the Attentional Network During Distractor Suppression in Mild Cognitive Impairment

Jatupong Oboun, Piyanon Charoenpoonpanich, Anna Raksapatcharawong, Chaipat Chunharas, Itthi Chatnuntawech, Chainarong Amornbunchornvej, Sirawaj Itthipuripat

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Comments First Draft

The time course of visuo-semantic representations in the human brain is captured by combining vision and language models

Boyan Rong, Alessandro Thomas Gifford, Emrah Düzel, Radoslaw Martin Cichy

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Anti-seizure medication load is not correlated with early termination of seizure spread

Nathan Evans, Sarah J. Gascoigne, Guillermo M. Besne, Chris Thornton, Gabrielle M. Schroeder, Fahmida A Chowdhury, Beate Diehl, John S Duncan, Andrew W McEvoy, Anna Miserocchi, Rhys Thomas, Jane de Tisi, Peter N. Taylor, Yujiang Wang

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

SLEEPYLAND: trust begins with fair evaluation of automatic sleep staging models

Alvise Dei Rossi, Matteo Metaldi, Michal Bechny, Irina Filchenko, Julia van der Meer, Markus H. Schmidt, Claudio L. A. Bassetti, Athina Tzovara, Francesca D. Faraci, Luigi Fiorillo

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 41 pages, 4 Figures, 7 Tables

The Predictive Brain: Neural Correlates of Word Expectancy Align with Large Language Model Prediction Probabilities

Nikola Kölbl, Konstantin Tziridis, Andreas Maier, Thomas Kinfe, Ricardo Chavarriaga, Achim Schilling, Patrick Krauss

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Human-Aligned Image Models Improve Visual Decoding from the Brain

Nona Rajabi, Antônio H. Ribeiro, Miguel Vasco, Farzaneh Taleb, Mårten Björkman, Danica Kragic

机构 * KTH Royal Institute of Technology, Stockholm, Sweden（皇家理工学院） ； Department of Information Technology, Uppsala University, Uppsala, Sweden（信息科技系） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments Accepted to ICML 2025

Predicting Situation Awareness from Physiological Signals

Kieran J. Smith, Tristan C. Endsley, Torin K. Clark

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Comments 15 pages, 6 figures, submitted to IEEE Transactions on Human-Machine Systems

Decoding the Stressed Brain with Geometric Machine Learning

Sonia Koszut, Sam Nallaperuma-Herzberg, Pietro Lio

机构 * Department of Computer Science and Technology, University of Cambridge（计算机科学与技术系，剑桥大学） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 12 pages, 5 figures. This version has been accepted as a full paper at the 2025 AI in Healthcare (AIiH) Conference

Hyperbolic embedding of brain networks as a tool for epileptic seizures forecasting

Martin Guillemaud, Louis Cousyn, Vincent Navarro, Mario Chavez

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

MHANet: Multi-scale Hybrid Attention Network for Auditory Attention Detection

Lu Li, Cunhang Fan, Hongyu Zhang, Jingjing Zhang, Xiaoke Yang, Jian Zhou, Zhao Lv

机构 * Anhui Province Key Laboratory of Multimodal Cognitive Computation（安徽省多模态认知计算重点实验室） ； School of Computer Science and Technology（计算机科学与技术学院） ； Anhui University（安徽大学） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles

Junghoon Justin Park, Jiook Cha, Samuel Yen-Chi Chen, Huan-Hsin Tseng, Shinjae Yoo

机构 * Interdisciplinary Program in Artificial Intelligence（人工智能交叉学科项目） ； Seoul National University（首尔国立大学） ； Department of Psychology（心理学系） ； Department of Brain and Cognitive Sciences（脑科学与认知科学系） ； Wells Fargo New York, USA（沃尔斯大通纽约美国分公司） ； Computational Science Initiative（计算科学倡议） ； Brookhaven National Laboratory（布鲁克海文国家实验室） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

ListenNet: A Lightweight Spatio-Temporal Enhancement Nested Network for Auditory Attention Detection

Cunhang Fan, Xiaoke Yang, Hongyu Zhang, Ying Chen, Lu Li, Jian Zhou, Zhao Lv

机构 * Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University（安徽省多模态认知计算重点实验室，计算机科学与技术学院，安徽大学） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

A Neuro-Dynamic Mathematical Model of Dream Formation and Spontaneous Cognitive Activity

Shirmohammad Tavangari, Sajjad Janfaza, Zahra Shakarami, Aref Yelghi

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

A Methodological and Structural Review of Parkinsons Disease Detection Across Diverse Data Modalities

Abu Saleh Musa Miah, taro Suzuki, Jungpil Shin

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

R^2VFL: A Robust Random Vector Functional Link Network with Huber-Weighted Framework

Anuradha Kumari, Mushir Akhtar, P. N. Suganthan, M. Tanveer

机构 * Department of Mathematics（数学系） ； Indian Institute of Technology Indore（印度理工学院Indore分校） ； KINDI Center for Computing Research（KINDI计算研究中心） ； College of Engineering Qatar University（卡塔尔大学工程学院） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks

Xiang Wang, Hui Xu, Jing Cai, Ta Zhou, Xibei Yang, Wei Xue

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Seizure duration is associated with multiple timescales in interictal iEEG band power

Mariella Panagiotopoulou, Gabrielle M. Schroeder, Jess Blickwedel, Fahmida A Chowdhury, Beate Diehl, Jane de Tisi, John S. Duncan, Alison Cronie, Jennifer Falconer, Ryan Faulder, Veronica Leach, Shona Livingstone, Rhys H. Thomas, Peter N. Taylor, Yujiang Wang

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

PedSleepMAE: Generative Model for Multimodal Pediatric Sleep Signals

Saurav R. Pandey, Aaqib Saeed, Harlin Lee

机构 * Department of Computer Science（计算机科学系） ； Department of Industrial Design（工业设计系） ； School of Data Science and Society（数据科学与社会学院） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Journal ref 2024 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI), Houston, TX, USA, 2024, pp. 1-8

Time-Series Analysis on Edge-AI Hardware for Healthcare Monitoring

Jinhai Hu

专题命中 EEG解码 ：EEG(abstract)；分类 eess.SP

Comments 38 pages, 20 figures, Progress report for qualification cum PhD confirmation exercise

On Error Classification from Physiological Signals within Airborne Environment

Niall McGuire, Yashar Moshfeghi

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Brain Signatures of Time Perception in Virtual Reality

Sahar Niknam, Saravanakumar Duraisamy, Jean Botev, Luis A. Leiva

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Comments IEEE Trans. Vis. Comput. Graph. (2025)

PFML: Self-Supervised Learning of Time-Series Data Without Representation Collapse

Einari Vaaras, Manu Airaksinen, Okko Räsänen

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments Accepted for publication in IEEE Access

Dual mechanism of Anti-Seizure Medications in controlling seizure activity

Guillermo M. Besne, Emmanuel Molefi, Sarah J. Gascoigne, Nathan Evans, Billy Smith, Chris Thornton, Fahmida A. Chowdhury, Beate Diehl, John S. Duncan, Andrew W. McEvoy, Anna Miserocchi, Jane de Tisi, Matthew Walker, Peter N. Taylor, Yujiang Wang

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Localized Definitions and Distributed Reasoning: A Proof-of-Concept Mechanistic Interpretability Study via Activation Patching

Nooshin Bahador

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 15 pages, 3 figures

FLEXtime: Filterbank learning to explain time series

Thea Brüsch, Kristoffer K. Wickstrøm, Mikkel N. Schmidt, Robert Jenssen, Tommy S. Alstrøm

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments Accepted to The 3rd World Conference on eXplainable Artificial Intelligence

Chirp Localization via Fine-Tuned Transformer Model: A Proof-of-Concept Study

Nooshin Bahador, Milad Lankarany

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 19 pages, 8 figures

Investigating Perceived and Mechanical Challenge in Games Through Cognitive Activity

Christine Hegedues, Joao Pedro Dias Constantino, Laurits Dixen, Paolo Burelli

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC

Investigating the Uncanny Valley Phenomenon Through the Temporal Dynamics of Neural Responses to Virtual Characters

Chiara Gorlini, Laurits Dixen, Paolo Burelli

专题命中 EEG解码 ：EEG(abstract)；分类 cs.HC