脑机接口 / BCI

StableSleep: Source-Free Test-Time Adaptation for Sleep Staging with Lightweight Safety Rails

Hritik Arasu, Faisal R Jahangiri

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

Comments 5 page paper, 8 figures

Functional Linear Non-Gaussian Acyclic Model for Causal Discovery

Tian-Le Yang, Kuang-Yao Lee, Kun Zhang, Joe Suzuki

机构 * Graduate School of Engineering Science Osaka University（大阪大学工学研究科） ； Department of Statistics, Operations, and Data Science（统计学、运营与数据科学系） ； Machine Learning Department（机器学习系） ； Carnegie Mellon University（卡内基梅隆大学） ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·拉希德智能大学） 纠错

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

Perception of dynamic multi-speaker auditory scenes under different modes of attention

Stephanie Graceffo, David F Little, Emine Merve Kaya, Mounya Elhilali

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

Automated Vigilance State Classification in Rodents Using Machine Learning and Feature Engineering

Sankalp Jajee, Gaurav Kumar, Homayoun Valafar

机构 * University of South Carolina（南卡罗来纳大学） 纠错

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

Comments 8 pages, 5 figures

UniPhyNet: A Unified Network For Multimodal Physiological Raw Signal Classification

Renxiang Qiu, Raghavendra Selvan

机构 * Department of Computer Science, University of Copenhagen（计算机科学系，哥本哈根大学） 纠错

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

Comments Accepted to be presented at the 35th IEEE International Workshop on Machine Learning for Signal Processing (IEEE MLSP 2025). Source code available at https://github.com/HughYau/UniPhyNet

Cross-Modal Epileptic Signal Harmonization: Frequency Domain Mapping Quantization for Pre-training a Unified Neurophysiological Transformer

Runkai Zhang, Hua Yu, John Q. Gan, Haixian Wang

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

ETS: Open Vocabulary Electroencephalography-To-Text Decoding and Sentiment Classification

Mohamed Masry, Mohamed Amen, Mohamed Elzyat, Mohamed Hamed, Norhan Magdy, Maram Khaled

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

Comments Graduation project report submitted at Faculty of Computer Science and Artificial Intelligence, Helwan University

Neural Responses to Affective Sentences Reveal Signatures of Depression

Aditya Kommineni, Woojae Jeong, Kleanthis Avramidis, Colin McDaniel, Myzelle Hughes, Thomas McGee, Elsi Kaiser, Kristina Lerman, Idan A. Blank, Dani Byrd, Assal Habibi, B. Rael Cahn, Sudarsana Kadiri, Takfarinas Medani, Richard M. Leahy, Shrikanth Narayanan

机构 * Ming Hsieh Department of Electrical and Computer Engineering（明希赫电气与计算机工程系） ； University of Southern California（南加州大学） ； Alfred E. Mann Department of Biomedical Engineering（阿尔弗雷德·E·曼生物医学工程系） ； Thomas Lord Department of Computer Science（托马斯·劳德计算机科学系） ； Brain and Creativity Institute（大脑与创造力研究所） ； Department of Psychology（心理学系） ； University of California Los Angeles（加州大学洛杉矶分校） ； Department of Linguistics（语言学系） ； Department of Psychiatry and Behavioral Sciences（精神病学与行为科学系） 纠错

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

Multi-task deep-learning for sleep event detection and stage classification

Adriana Anido-Alonso, Diego Alvarez-Estevez

机构 * CITIC Research Center（CITIC研究中心） ； Universidade da Coruña（科鲁纳大学） 纠错

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

Journal ref Proceedings of 2025 IEEE Symposium on Computational Intelligence in Health and Medicine Companion (CIHM Companion), Trondheim, Norway, 2025, pp. 1-5

Toward Foundation Model for Multivariate Wearable Sensing of Physiological Signals

Yunfei Luo, Yuliang Chen, Asif Salekin, Tauhidur Rahman

机构 * Halıcıoğlu Data Science Institute, University of California San Diego（哈利奇奥格鲁数据科学研究所，加州大学圣地亚哥分校） ； Schools of Engineering, Arizona State University（工程学院，亚利桑那州立大学） 纠错

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

Comments The code is available at: http://github.com/Mobile-Sensing-and-UbiComp-Laboratory/NormWear

Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition

Xiaozhou Ye, Kevin I-Kai Wang

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

Energy-Efficient Seizure Detection Suitable for low-power Applications

Julia Werner, Bhavya Kohli, Paul Palomero Bernardo, Christoph Gerum, Oliver Bringmann

机构 * Department of Computer Science University of Tübingen（计算机科学系图宾根大学） ； Department of Electrical Engineering Indian Institute of Technology Bombay（电气工程系印度理工学院孟买） 纠错

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

Comments Accepted at IJCNN 2024 (Preprint)

Journal ref IEEE 2024 International Joint Conference on Neural Networks (IJCNN)

SeizureFormer: A Transformer Model for IEA-Based Seizure Risk Forecasting

Tianning Feng, Juntong Ni, Ezequiel Gleichgerrcht, Wei Jin

机构 * Department of Computer Science, Emory University（计算机科学系，埃默里大学） ； Department of Neurology, Emory University（神经病学系，埃默里大学） 纠错

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

Comments 9 pages, 2 figures. Submitted as an undergraduate honors thesis at Emory University

A Deep Generative Model for Five-Class Sleep Staging with Arbitrary Sensor Input

Hans van Gorp, Merel M. van Gilst, Pedro Fonseca, Fokke B. van Meulen, Johannes P. van Dijk, Sebastiaan Overeem, Ruud J. G. van Sloun

机构 * Eindhoven University of Technology（埃因霍温理工大学） ； Philips Sleep and Respiratory Care（飞利浦睡眠与呼吸护理部门） ； Sleep Medicine Centre Kempenhaeghe（基姆彭海格睡眠医学中心） ； Ulm University（乌尔姆大学） 纠错

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

The use of Multi-domain Electroencephalogram Representations in the building of Models based on Convolutional and Recurrent Neural Networks for Epilepsy Detection

Luiz Antonio Nicolau Anghinoni, Gustavo Weber Denardin, Jadson Castro Gertrudes, Dalcimar Casanova, Jefferson Tales Oliva

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

Dynamic Difficulty Adjustment With Brain Waves as a Tool for Optimizing Engagement

Nir Cafri

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC、cs.HC

Comments 9 pages, 4 figures, originally developed as part of a neuroscience and HCI research project

Deep Generative Models for Physiological Signals: A Systematic Literature Review

Nour Neifar, Afef Mdhaffar, Achraf Ben-Hamadou, Mohamed Jmaiel

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

Comments accepted in Elsevier Artificial Intelligence in Medicine, 38 pages

Journal ref Elsevier Artificial Intelligence in Medicine, 2025

Toward Scalable Access to Neurodevelopmental Screening: Insights, Implementation, and Challenges

Andreas Bauer, William Bosl, Oliver Aalami, Paul Schmiedmayer

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

Exploring the Potential of QEEGNet for Cross-Task and Cross-Dataset Electroencephalography Encoding with Quantum Machine Learning

Chi-Sheng Chen, Samuel Yen-Chi Chen, Huan-Hsin Tseng

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

Psycho Gundam: Electroencephalography based real-time robotic control system with deep learning

Chi-Sheng Chen, Wei-Sheng Wang

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC、cs.RO

Beyond Performance Scores: Directed Functional Connectivity as a Brain-Based Biomarker for Motor Skill Learning and Retention

Anil Kamat, Rahul Rahul, Lora Cavuoto, Harry Burke, Matthew Hackett, Jack Norfleet, Steven Schwaitzberg, Suvranu De

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

Dynamic directed functional connectivity as a neural biomarker for objective motor skill assessment

Anil Kamat, Rahul Rahul, Anirban Dutta, Lora Cavuoto, Uwe Kruger, Harry Burke, Matthew Hackett, Jack Norfleet, Steven Schwaitzberg, Suvranu De

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

FAST functional connectivity implicates P300 connectivity in working memory deficits in Alzheimer's disease

Om Roy, Yashar Moshfeghi, Agustin Ibanez, Francisco Lopera, Mario A Parra, Keith M Smith

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

Comments Published in Network Neuroscience (2024) by MIT Press

Detection of Sleep Oxygen Desaturations from Electroencephalogram Signals

Shashank Manjunath, Aarti Sathyanarayana

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

Comments 4 Pages

Spatial Adaptation Layer: Interpretable Domain Adaptation For Biosignal Sensor Array Applications

Joao Pereira, Michael Alummoottil, Dimitrios Halatsis, Dario Farina

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

Comments IJCNN(submitted), 6 pages

Synthetic Data Generation by Supervised Neural Gas Network for Physiological Emotion Recognition Data

S. Muhammad Hossein Mousavi

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

Comments 14 pages

RNN-Based Models for Predicting Seizure Onset in Epileptic Patients

Mathan Kumar Mounagurusamy, Thiyagarajan V S, Abdur Rahman, Shravan Chandak, D. Balaji, Venkateswara Rao Jallepalli

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

Scaling laws for decoding images from brain activity

Hubert Banville, Yohann Benchetrit, Stéphane d'Ascoli, Jérémy Rapin, Jean-Rémi King

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

Comments 29 pages, 14 figures, fixed typo in author list

Study of cognitive component of auditory attention to natural speech events

Nhan D. T. Nguyen, Kaare Mikkelsen, Preben Kidmose

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

Comments 15 pages, 11 figures

Journal ref Front. Hum. Neurosci. 18 (2024)

Revealing the Self: Brainwave-Based Human Trait Identification

Md Mirajul Islam, Md Nahiyan Uddin, Maoyejatun Hasana, Debojit Pandit, Nafis Mahmud Rahman, Sriram Chellappan, Sami Azam, A. B. M. Alim Al Islam

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

Comments 11th International Conference on Networking, Systems, and Security (NSysS '24)