脑机接口 / BCI

SpellerSSL: Self-Supervised Learning with P300 Aggregation for Speller BCIs

SpellerSSL: 基于P300聚合的自监督学习用于拼写BCI

Jiazhen Hong, Geoff Mackellar, Soheila Ghane

机构 * Emotiv Research（Emotiv研究） 纠错

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

AI总结 SpellerSSL通过结合自监督学习与P300聚合，提升拼写BCI的信噪比、泛化能力和校准效率。

Journal ref Proceedings of the NeurIPS 2025 Workshop on Data on the Brain and Mind

A Penny for Your Thoughts: Decoding Speech from Inexpensive Brain Signals

Quentin Auster, Kateryna Shapovalenko, Chuang Ma, Demaio Sun

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

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

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） 纠错

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

Comments Accepted at NeurIPS 2025

Correntropy-Based Logistic Regression with Automatic Relevance Determination for Robust Sparse Brain Activity Decoding

Yuanhao Li, Badong Chen, Yuxi Shi, Natsue Yoshimura, Yasuharu Koike

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

Journal ref IEEE Transactions on Biomedical Engineering (Volume: 70, Issue: 8, August 2023)

IncepFormerNet: A multi-scale multi-head attention network for SSVEP classification

Yan Huang, Yongru Chen, Lei Cao, Yongnian Cao, Xuechun Yang, Yilin Dong, Tianyu Liu

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

Learning Cortico-Muscular Dependence through Orthonormal Decomposition of Density Ratios

Shihan Ma, Bo Hu, Tianyu Jia, Alexander Kenneth Clarke, Blanka Zicher, Arnault H. Caillet, Dario Farina, Jose C. Principe

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

Effect of Simulated Space Conditions on functional Connectivity

Parshuram N Aarotale, Jaydip Desai

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

Comments Biomedical science instrumentation Journal

A Conversational Brain-Artificial Intelligence Interface

Anja Meunier, Michal Robert Žák, Lucas Munz, Sofiya Garkot, Manuel Eder, Jiachen Xu, Moritz Grosse-Wentrup

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

Comments 16 pages (39 with supplementary meterial), 6 figures

BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning

Junru Chen, Yang Yang, Tao Yu, Yingying Fan, Xiaolong Mo, Carl Yang

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

EpilNet: A Novel Approach to IoT based Epileptic Seizure Prediction and Diagnosis System using Artificial Intelligence

Shivam Gupta, Virender Ranga, Priyansh Agrawal

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

Comments 12 Pages, 12 Figures, 2 Tables

Journal ref ADCAIJ: Advances in Distributed Computing and Artificial Intelligence Journal, Issue, Vol. 10 N. 4 (2021), 429-446

Effect of Haptic Assistance Strategy on Mental Engagement in Fine Motor Tasks

Hemanth Manjunatha, Shrey Pareek, Amirhossein H. Memar, Thenkurussi Kesavadas, Ehsan T. Esfahani

专题命中 EEG解码 ：brain-computer interface(abstract)；EEG(abstract)；分类 cs.HC、cs.RO

Comments 18 Pages, 11 Figures, Journal Pre-print

Journal ref Journal of Medical Robotics Research 5.01n02 (2020): 2041004

Synthesizing Speech from Intracranial Depth Electrodes using an Encoder-Decoder Framework

Jonas Kohler, Maarten C. Ottenhoff, Sophocles Goulis, Miguel Angrick, Albert J. Colon, Louis Wagner, Simon Tousseyn, Pieter L. Kubben, Christian Herff

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

Bandwidth-efficient distributed neural network architectures with application to body sensor networks

Thomas Strypsteen, Alexander Bertrand

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

SOUL: An Energy-Efficient Unsupervised Online Learning Seizure Detection Classifier

Adelson Chua, Michael I. Jordan, Rikky Muller

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

Comments Copyright 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works

Journal ref IEEE Journal of Solid-State Circuits, 2022

PIEEG: Turn a Raspberry Pi into a Brain-Computer-Interface to measure biosignals

Ildar Rakhmatulin, Sebastian Volkl

专题命中 EEG解码 ：brain-computer interface(abstract)；EEG(abstract)；分类 cs.HC、cs.RO

Boosting Template-based SSVEP Decoding by Cross-domain Transfer Learning

Kuan-Jung Chiang, Chun-Shu Wei, Masaki Nakanishi, Tzyy-Ping Jung

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

Comments Mirror version of the manuscript in the Journal of Neural Engineering on IOP Science (https://iopscience.iop.org/article/10.1088/1741-2552/abcb6e/meta), Journal of Neural Engineering (2020)

Real or Virtual? Using Brain Activity Patterns to differentiate Attended Targets during Augmented Reality Scenarios

Lisa-Marie Vortmann, Leonid Schwenke, Felix Putze

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

Improved Explanatory Efficacy on Human Affect and Workload through Interactive Process in Artificial Intelligence

Byung Hyung Kim, Seunghun Koh, Sejoon Huh, Sungho Jo, Sunghee Choi

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

Journal ref IEEE Access, Vol.8, 2020

A Novel RL-assisted Deep Learning Framework for Task-informative Signals Selection and Classification for Spontaneous BCIs

Wonjun Ko, Eunjin Jeon, Heung-Il Suk

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

Comments 8 pages, 6 figures, 2 tables, and under review

Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features

Simone Palazzo, Concetto Spampinato, Isaak Kavasidis, Daniela Giordano, Joseph Schmidt, Mubarak Shah

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

Analysis of Gait-Event-related Brain Potentials During Instructed And Spontaneous Treadmill Walking -- Technical Affordances and used Methods

Cornelia Herbert, Jan Nachtsheim, Michael Munz

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

Reconfiguration of Brain Network between Resting-state and Oddball Paradigm

Fali Li, Chanlin Yi, Yuanyuan Liao, Yuanling Jiang, Yajing Si, Limeng Song, Tao Zhang, Dezhong Yao, Yangsong Zhang, Zehong Cao, Peng Xu

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

Comments This manuscript is submitting to IEEE Transactions on Cognitive and Developmental Systems

Neural Signatures of Motor Skill in the Resting Brain

Ozan Özdenizci, Timm Meyer, Felix Wichmann, Jan Peters, Bernhard Schölkopf, Müjdat Çetin, Moritz Grosse-Wentrup

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

Comments 2019 IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2019)

Multivariate Convolutional Sparse Coding for Electromagnetic Brain Signals

Tom Dupré La Tour, Thomas Moreau, Mainak Jas, Alexandre Gramfort

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

Continuous use of ERP-based BCIs with different visual angles in ALS patients

Jing Jin, Brendan Z. Allison, Yu Zhang, Yan Chen, Sijie Zhou, Yi Dong, Xingyu Wang, Andrzej Chchocki

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

A short review and primer on electroencephalography in human computer interaction applications

Lauri Ahonen, Benjamin Cowley

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

Comments 13 pages, 1 figure. Part of a journal

Beyond visual P300 based brain-computer interfacing paradigms

Tomasz M. Rutkowski

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

Comments 7 pages, 5 figures, Proceedings of the Third Postgraduate Consortium International Workshop on Innovations in Information and Communication Science and Technology, (E. Cooper, G. A. Kobzev, A. F. Uvarov, and V. V. Kryssanov, eds.), (Tomsk, Russia), pp. 277-283, TUSUR and Ritsumeikan, September 2-5, 2013. ISBN 978-5-86889-7

Altered oscillatory brain networks during emotional face processing in ADHD: an eLORETA and functional ICA study

ADHD患者在情绪面孔处理过程中脑震荡网络的改变：一项eLORETA和功能性ICA研究

Saghar Vosough, Gian Candrian, Johannes Kasper, Hossam Abdel Rehim, Dominique Eich, Andreas Mueller, Lutz Jäncke

专题命中 EEG解码 ：EEG(abstract,comments)；cortical(abstract)；分类 q-bio.NC

AI总结 ADHD患者在情绪面孔处理中表现出振荡脑网络的细微改变，研究采用eLORETA和功能性ICA方法揭示其神经动态特征。

Comments 39 pages, 4 figures. This manuscript reports a source-level EEG network analysis (eLORETA and functional ICA) of oscillatory brain dynamics during cognitive and emotional Go/NoGo tasks in ADHD and control participants. Behavioral and electrophysiological results are presented. Submitted manuscript (preprint)

Speech Imagery Classification using Length-Wise Training based on Deep Learning

Byeong-Hoo Lee, Byeong-Hee Kwon, Do-Yeun Lee, Ji-Hoon Jeong

专题命中 EEG解码 ：brain-computer interface(abstract,comments)；motor imagery(abstract)；分类 cs.HC

Comments Submitted IEEE The 9th International Winter Conference on Brain-Computer Interface

A computational investigation of the relationships between single-neuron and network dynamics in the cerebral cortex

Stefano Cavallari

专题命中 EEG解码 ：EEG(abstract,comments)；cortical(abstract)；分类 q-bio.NC

Comments PhD thesis (integrate-and-fire neurons, recurrent neural networks, current based neurons, conductance based neurons, LFP, EEG, information encoding, GLM, Wiener filtering, PV-pos interneuron) 170 pages, 57 figures, 8 tables