脑机接口 / BCI

Neural Decoding of Overt Speech from ECoG Using Vision Transformers and Contrastive Representation Learning

基于视觉变换器和对比学习的皮层电图信号外显语音解码

Mohamed Baha Ben Ticha, Xingchen Ran, Guillaume Saldanha, Gaël Le Godais, Philémon Roussel, Marc Aubert, Amina Fontanell, Thomas Costecalde, Lucas Struber, Serpil Karakas, Shaomin Zhang, Philippe Kahane, Guillaume Charvet, Stéphan Chabardès, Blaise Yvert

专题命中 神经信号处理 ：neural decoding(title)；BCI(abstract)；brain computer interface(abstract)；cortical(abstract)

AI总结 本文提出基于视觉变换器和对比学习的ECoG信号语音解码方法，通过编码器-解码器架构实现流式语音重建，首次在完全植入式皮层记录系统中展示语音解码的可行性。

NOIR 2.0: Neural Signal Operated Intelligent Robots for Everyday Activities

NOIR 2.0：神经信号操作的智能机器人用于日常活动

Tasha Kim, Yingke Wang, Hanvit Cho, Alex Hodges

机构 * Institute for Computational and Mathematical Engineering（计算与数学工程研究所） ； Department of Computer Science（计算机科学系） ； Department of Mechanical Engineering（机械工程系） 纠错

专题命中 神经信号处理 ：neural signal(title,abstract)；EEG(abstract)；分类 cs.LG、cs.HC、cs.RO

AI总结 NOIR 2.0通过改进的脑解码算法和少样本学习提升机器人执行日常任务的效率和适应性。

Comments Conference on Robot Learning (CoRL 2024), CoRoboLearn

Guidewire-driven deployment of high density ECoG arrays for large area brain-computer interface

Tao Zou, Na Xiao, Ruihong Weng, Yifan Guo, Danny Tat Ming Chan, Gilberto Ka Kit Leung, Paddy Kwok Leung Chan

专题命中 神经信号处理 ：brain-computer interface(title)；BCI(abstract)；brain computer interface(abstract)；neural signal(abstract)

International Transfer of Stochastic Cortical Self-Reconstruction

随机皮质自重建的国际迁移

Fabian Bongratz, Zhizheng Zhuo, Chao Zhang, Yaou Liu, Dennis M. Hedderich, Christian Wachinger

机构 * Technical University of Munich (TUM)（慕尼黑工业大学） ； TUM Klinikum（慕尼黑工业大学医院） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； Munich Data Science Institute (MDSI)（慕尼黑数据科学研究所） ； Beijing Tiantan Hospital（北京天坛医院） ； Capital Medical University（首都医科大学） 纠错

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

AI总结 本研究探究SCSR模型从UKB数据到中国人群数据集的迁移能力，对比四种训练策略及两种主干模型，发现微调后的SUNet模型判别性能最优，且SCSR对中国人群皮质萎缩检测稳健、跨人群迁移性强。

Generalizable, real-time neural decoding with hybrid state-space models

Avery Hee-Woon Ryoo, Nanda H. Krishna, Ximeng Mao, Mehdi Azabou, Eva L. Dyer, Matthew G. Perich, Guillaume Lajoie

专题命中 神经信号处理 ：neural decoding(title)；brain-computer interface(abstract)；cortical(abstract)；分类 q-bio.NC、cs.LG

Comments NeurIPS 2025

Journal ref The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025

Spiking Neural Network for Intra-cortical Brain Signal Decoding

Song Yang, Haotian Fu, Herui Zhang, Peng Zhang, Wei Li, Dongrui Wu

专题命中 神经信号处理 ：cortical(title,abstract)；brain-computer interface(abstract)；分类 cs.LG、cs.HC

Enhancing Subject-Independent Accuracy in fNIRS-based Brain-Computer Interfaces with Optimized Channel Selection

Yuxin Li, Hao Fang, Wen Liu, Chuantong Cheng, Hongda Chen

专题命中 神经信号处理 ：brain-computer interface(title,abstract)；BCI(abstract)；分类 eess.SP、cs.HC

Comments 11 pages,7 figures

E2H: A Two-Stage Non-Invasive Neural Signal Driven Humanoid Robotic Whole-Body Control Framework

Yiqun Duan, Qiang Zhang, Jinzhao Zhou, Jingkai Sun, Xiaowei Jiang, Jiahang Cao, Jiaxu Wang, Yiqian Yang, Wen Zhao, Gang Han, Yijie Guo, Chin-Teng Lin

专题命中 神经信号处理 ：neural signal(title,abstract)；EEG(abstract)；分类 cs.HC、cs.RO

Deep Learning for real-time neural decoding of grasp

Paolo Viviani, Ilaria Gesmundo, Elios Ghinato, Andres Agudelo-Toro, Chiara Vercellino, Giacomo Vitali, Letizia Bergamasco, Alberto Scionti, Marco Ghislieri, Valentina Agostini, Olivier Terzo, Hansjörg Scherberger

专题命中 神经信号处理 ：neural decoding(title,abstract)；neural signal(abstract)；分类 q-bio.NC、cs.LG

Zydeco-Style Spike Sorting Low Power VLSI Architecture for IoT BCI Implants

Zag ElSayed, Murat Ozer, Nelly Elsayed, Magdy Bayoumi

专题命中 神经信号处理 ：BCI(title,abstract)；brain computer interface(abstract)；分类 eess.SP、cs.LG

Comments 6 pages, 7 Figures

Deep learning for ECoG brain-computer interface: end-to-end vs. hand-crafted features

Maciej Śliwowski, Matthieu Martin, Antoine Souloumiac, Pierre Blanchart, Tetiana Aksenova

专题命中 神经信号处理 ：brain-computer interface(title)；BCI(abstract)；motor imagery(abstract)；分类 eess.SP、cs.LG

Comments Replaced duplicated plot in figure 7

Cortico-cerebellar networks as decoupling neural interfaces

Joseph Pemberton, Ellen Boven, Richard Apps, Rui Ponte Costa

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

Comments To appear in Advances in Neural Information Processing Systems 35 (NeurIPS 2021); 15 pages and 5 figures in the main manuscript; 8 pages and 8 figures in the supplementary material

Online adaptive group-wise sparse NPLS for ECoG neural signal decoding

Alexandre Moly, Alexandre Aksenov, Alim Louis Benabid, Tetiana Aksenova

专题命中 神经信号处理 ：neural signal(title)；BCI(abstract)；brain-computer interface(abstract)；分类 q-bio.NC、eess.SP

Transmodal Analysis of Neural Signals

Yaroslav O. Halchenko, Michael Hanke, James V. Haxby, Stephen Jose Hanson, Christoph S. Herrmann

专题命中 神经信号处理 ：neural signal(title,abstract)；EEG(abstract)；分类 q-bio.NC、cs.LG

FingerFlex: Inferring Finger Trajectories from ECoG signals

FingerFlex：从ECoG信号推断手指轨迹

Vladislav Lomtev, Alexander Kovalev, Alexey Timchenko

机构 * Bauman Moscow State Technical University（巴乌曼莫斯科国立技术大学） ； ALVI Labs（ALVI实验室） ； Brain Dynamics Group, Higher School of Economics（高等经济学院脑动力组） ； University of Tuebingen（图宾根大学） 纠错

专题命中 神经信号处理 ：BCI(abstract,abstract_cn)；brain-computer interface(abstract)；cortical(abstract)；分类 q-bio.NC、cs.LG、cs.HC

AI总结 本文提出FingerFlex模型，通过卷积编码器-解码器架构实现对电极皮层脑数据中手指运动回归，达到0.74的相关系数，推动高精度运动皮层脑机接口发展。

Comments 6 pages, 3 figures, 4 tables. Preprint. Under review

Journal ref 10.1109/IEEECONF58974.2023.10405112

In the realm of hybrid Brain: Human Brain and AI

Hoda Fares, Margherita Ronchini, Milad Zamani, Hooman Farkhani, Farshad Moradi

专题命中 神经信号处理 ：BCI(abstract)；brain-computer interface(abstract)；brain computer interface(abstract)；neural signal(abstract)

Comments 44 Pages, 12 Figures, In review

E^2-LLM: Bridging Neural Signals and Interpretable Affective Analysis

E²-LLM：连接神经信号与可解释的情感分析

Fei Ma, Han Lin, Yifan Xie, Hongwei Ren, Xiaoyu Shen, Wenbo Ding, Qi Tian

机构 * Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)（广东人工智能与数字经济实验室） ； Zhejiang University（浙江大学） ； Tsinghua University（清华大学） ； Harbin Institute of Technology（哈尔滨工业大学） ； Eastern Institute of Technology（东方技术研究所） ； Huawei（华为） 纠错

专题命中 神经信号处理 ：neural signal(title,abstract)；EEG(abstract)；分类 cs.LG

AI总结 E²-LLM通过整合预训练EEG编码器与Qwen-based LLM，实现了可解释的情绪分析，展示了模型扩展在情感识别和可解释性上的优势。

Comments 11 pages

Investigating Brain Connectivity and Information Flow in Mental Workload Using EEG and fNIRS Integration

Mohaddese Qaremohammadlou, Mohammad Bagher Shamsollahi

专题命中 神经信号处理 ：EEG(title,abstract)；cortical(abstract)；分类 eess.SP

Mapping Neural Signals to Agent Performance, A Step Towards Reinforcement Learning from Neural Feedback

Julia Santaniello, Matthew Russell, Benson Jiang, Donatello Sassaroli, Robert Jacob, Jivko Sinapov

机构 * Department of Computer Science Tufts University（计算机科学系塔夫茨大学） 纠错

专题命中 神经信号处理 ：neural signal(title)；brain-computer interface(abstract)；neural interface(abstract)；分类 cs.LG

Journal ref Conference on Reinforcement Learning and Decision Making (RLDM) 2025

Real-World fNIRS-Based Brain-Computer Interfaces: Benchmarking Deep Learning and Classical Models in Interactive Gaming

Mohammad Ghalavand, Javad Hatami, Seyed Kamaledin Setarehdan, Hananeh Ghalavand

专题命中 神经信号处理 ：brain-computer interface(title,abstract)；neural signal(abstract)；分类 q-bio.NC

Solving large-scale MEG/EEG source localization and functional connectivity problems simultaneously using state-space models

Jose M. Sanchez-Bornot, Roberto C. Sotero, Scott Kelso, Damien Coyle

专题命中 神经信号处理 ：EEG(title,abstract)；cortical(abstract)；分类 eess.SP

Comments 33 pages

Journal ref Neuroimage 2023

NOIR: Neural Signal Operated Intelligent Robots for Everyday Activities

Ruohan Zhang, Sharon Lee, Minjune Hwang, Ayano Hiranaka, Chen Wang, Wensi Ai, Jin Jie Ryan Tan, Shreya Gupta, Yilun Hao, Gabrael Levine, Ruohan Gao, Anthony Norcia, Li Fei-Fei, Jiajun Wu

专题命中 神经信号处理 ：neural signal(title,abstract)；EEG(abstract)；分类 cs.RO

Cortical Xi-Alpha model for resting state electric neuronal activity

Roberto D. Pascual-Marqui, Kieko Kochi, Toshihiko Kinoshita

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

NeuRL: Closed-form Inverse Reinforcement Learning for Neural Decoding

Gabriel Kalweit, Maria Kalweit, Mansour Alyahyay, Zoe Jaeckel, Florian Steenbergen, Stefanie Hardung, Thomas Brox, Ilka Diester, Joschka Boedecker

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

Decoding of the Walking States and Step Rates from Cortical Electrocorticogram Signals

Po T. Wang, Colin M. McCrimmon, Susan J. Shaw, Hui Gong, Luis A. Chui, Payam Heydari, Charles Y. Liu, An H. Do, Zoran Nenadic

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

Cortical recruitment and functional dynamics in postural control adaptation and habituation during vibratory proprioceptive stimulation

KJ Edmunds, H Petersen, M Hassan, S Yassine, A Olivieri, F Barollo, R Friðriksdóttir, P Edmunds, MK Gíslason, A Fratini, P Gargiulo

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

Group level MEG/EEG source imaging via optimal transport: minimum Wasserstein estimates

Hicham Janati, Thomas Bazeille, Bertrand Thirion, Marco Cuturi, Alexandre Gramfort

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

Innovations orthogonalization: a solution to the major pitfalls of EEG/MEG "leakage correction"

Roberto D. Pascual-Marqui, Rolando J. Biscay, Jorge Bosch-Bayard, Pascal Faber, Toshihiko Kinoshita, Kieko Kochi, Patricia Milz, Keiichiro Nishida, Masafumi Yoshimura

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

Comments preprint, technical report, under license "Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)", https://creativecommons.org/licenses/by-nc-nd/4.0/

Characterization of cortical motor function and imagery-related cortical activity: Potential application for prehabilitation

Milena Korostenskaja, Christoph Kapeller, Ki H Lee, Christoph Guger, James Baumgartner, Eduardo M. Castillo

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

Comments 6 pages, 3 figures; IEEE SMC 2017: IEEE International Conference on Systems, Man, and Cybernetics

Dynamic Decomposition of Spatiotemporal Neural Signals

Luca Ambrogioni, Marcel A. J. van Gerven, Eric Maris

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