科学与医疗

脑机接口 / BCI

脑机接口、EEG、神经信号解码、神经假体和脑控交互。

2025-10-27 至 2025-10-27 共收录 3 篇信号源：q-bio.NC, eess.SP, cs.LG, cs.HC, cs.RO

1. EEG解码 3 篇

2510.21585 2025-10-27 cs.LG q-bio.NC 84%

REVE: A Foundation Model for EEG -- Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects

Yassine El Ouahidi, Jonathan Lys, Philipp Thölke, Nicolas Farrugia, Bastien Pasdeloup, Vincent Gripon, Karim Jerbi, Giulia Lioi

机构 * IMT Atlantique Lab-STICC UMR CNRS 6285（IMT Atlantique 实验室）； Psychology Department Université de Montréal（蒙特利尔大学心理学系）； Mila (Quebec AI research institute)（魁北克人工智能研究院）； UNIQUE (Quebec Neuro-AI research center)（魁北克神经人工智能研究中心）

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

Comments Code available at: https://brain-bzh.github.io/reve/

2510.20846 2025-10-27 q-bio.NC cs.AI cs.CV cs.LG 81%

This EEG Looks Like These EEGs: Interpretable Interictal Epileptiform Discharge Detection With ProtoEEG-kNN

Dennis Tang, Jon Donnelly, Alina Jade Barnett, Lesia Semenova, Jin Jing, Peter Hadar, Ioannis Karakis, Olga Selioutski, Kehan Zhao, M. Brandon Westover, Cynthia Rudin

机构 * Department of Computer Science, Duke University, USA（杜克大学计算机科学系）； Microsoft Research, USA（微软研究院）； Beth Israel Deaconess Medical Center, Harvard Medical School, USA（贝塞斯达以色列德acons医疗中心，哈佛医学院）； Massachusetts General Hospital, Harvard Medical School, USA（麻省总医院，哈佛医学院）； Department of Neurology, Emory University School of Medicine, USA（埃默里大学医学院神经科）； Department of Neurology, University of Crete School of Medicine, Greece（克里特大学医学院神经科）； Department of Neurology, Stony Brook University, USA（史泰文布鲁克大学神经科）

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

Comments MICCAI 2025

2505.18193 2025-10-27 cs.LG eess.SP stat.ML 73%

Riemannian Flow Matching for Brain Connectivity Matrices via Pullback Geometry

Antoine Collas, Ce Ju, Nicolas Salvy, Bertrand Thirion

机构 * Inria, CEA, Université Paris-Saclay Palaiseau（Inria、CEA、巴黎-萨克雷大学Palaiseau）

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

Comments Accepted at NeurIPS 2025