脑机接口 / BCI

Low-Latency Neural Inference on an Edge Device for Real-Time Handwriting Recognition from EEG Signals

Ovishake Sen, Raghav Soni, Darpan Virmani, Akshar Parekh, Patrick Lehman, Sarthak Jena, Adithi Katikhaneni, Adam Khalifa, Baibhab Chatterjee

机构 * Electrical and Computer Engineering, University of Florida（电子与计算机工程系，佛罗里达大学） ； Computer and Information Science and Engineering, University of Florida（计算机与信息科学与工程，佛罗里达大学） ； Behavioral and Cognitive Neuroscience, University of Florida（行为与认知神经科学，佛罗里达大学） 纠错

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

Comments 18 pages

SSL-SE-EEG: A Framework for Robust Learning from Unlabeled EEG Data with Self-Supervised Learning and Squeeze-Excitation Networks

Meghna Roy Chowdhury, Yi Ding, Shreyas Sen

机构 * Elmore Family School of Electrical and Computer Engineering, Purdue University, USA（电气与计算机工程学院，普渡大学） 纠错

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

Comments 6 figures, 2 tables, 8 pages

Journal ref 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics

Jiahe Li, Xin Chen, Fanqi Shen, Junru Chen, Yuxin Liu, Daoze Zhang, Zhizhang Yuan, Fang Zhao, Meng Li, Yang Yang

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； DiFint Technology (Shanghai) Co（上海迪芬特技术有限公司） ； Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences（中国科学院上海微系统与信息技术研究所） ； School of Graduate Study, University of Chinese Academy of Sciences（中国科学院大学研究生院） ； The INSIDE Institute for Biological and Artificial Intelligence（生物与人工智能研究所） 纠错

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

Multiscale dynamical characterization of cortical brain states: from synchrony to asynchrony

Maria V. Sanchez-Vives, Arnau Manasanch, Andrea Pigorini, Alessandro Arena, Alessandra Camassa, Bjørn Erik Juel, Leonardo Dalla Porta, Cristiano Capone, Chiara De Luca, Giulia De Bonis, Jennifer Goldman, Maria Sacha, Andrea Galluzzi, Antonio Pazienti, Ezequiel Mikulan, Johann F Storm, Pier Stanislao Paolucci, Marcello Massimini, Maurizio Mattia, Alain Destexhe

专题命中 神经信号处理 ：cortical(title,abstract)；分类 q-bio.NC

Comments 52 pages, 6 figures

Coupled Transformer Autoencoder for Disentangling Multi-Region Neural Latent Dynamics

Ram Dyuthi Sristi, Sowmya Manojna Narasimha, Jingya Huang, Alice Despatin, Simon Musall, Vikash Gilja, Gal Mishne

机构 * UC San Diego（加州大学圣迭戈分校） ； RWTH Aachen University（亚琛工业大学） ； FZ Jülich（焦耳ich研究中心） 纠错

专题命中 神经信号处理 ：cortical(abstract)；分类 cs.LG

A Scalable, Causal, and Energy Efficient Framework for Neural Decoding with Spiking Neural Networks

Georgios Mentzelopoulos, Ioannis Asmanis, Konrad P. Kording, Eva L. Dyer, Kostas Daniilidis, Flavia Vitale

机构 * University of Pennsylvania（宾夕法尼亚大学） 纠错

专题命中 脑控机器人 ：neural decoding(title,abstract)；brain-computer interface(abstract)；分类 cs.LG