Frontiers in Human Neuroscience | Brain-Computer Interfaces

Original Research

Published on 04 Jun 2025

Hybrid brain-computer interface using error-related potential and reinforcement learning

in Brain-Computer Interfaces

Aline Xavier Fidêncio
Felix Grün
Christian Klaes
Ioannis Iossifidis

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1569411

3,311 views

Editorial

Published on 03 Jun 2025

Editorial: Sensorimotor decoding: characterization and modeling for rehabilitation and assistive technologies, volume II

in Brain-Computer Interfaces

Jean Faber
Vassiliy Tsytsarev
Miguel Pais-Vieira
Tetiana Aksenova

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1619232

1,220 views

Original Research

Published on 21 May 2025

Multi-branch GAT-GRU-transformer for explainable EEG-based finger motor imagery classification

in Brain-Computer Interfaces

Zhuozheng Wang
Yunlong Wang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1599960

3,036 views
1 citation

Review

Published on 15 May 2025

Guiding principles and considerations for designing a well-structured curriculum for the brain-computer interface major based on the multidisciplinary nature of brain-computer interface

in Brain-Computer Interfaces

Hengyuan Yang
Tianwen Li
Lei Zhao
Yanzhao Wei
Xiaogang Chen
Jiahui Pan
Yunfa Fu

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1554266

3,262 views

Original Research

Published on 06 May 2025

Adversarial denoising of EEG signals: a comparative analysis of standard GAN and WGAN-GP approaches

in Brain-Computer Interfaces

Imad Eddine Tibermacine
Samuele Russo
Francesco Citeroni
Giuseppe Mancini
Abdelaziz Rabehi
Amal H. Alharbi
El-Sayed M. El-kenawy
Christian Napoli

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1583342

3,688 views
10 citations

Original Research

Published on 14 Apr 2025

Cross-subject affective analysis based on dynamic brain functional networks

in Brain-Computer Interfaces

Lifeng You
Tianyu Zhong
Erheng He
Xuejie Liu
Qinghua Zhong

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1445763

1,672 views
1 citation

Original Research

Published on 09 Apr 2025

BCI move: exploring pediatric BCI-controlled power mobility

in Brain-Computer Interfaces

Leah Hammond
Danette Rowley
Corinne Tuck
Erica Danielle Floreani
Amy Wieler
Vella Shin-Hyung Kim
Hosein Bahari
John Andersen
Adam Kirton
Eli Kinney-Lang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1456692

3,446 views

Original Research

Published on 08 Apr 2025

Nature documentaries vs. quiet rest: no evidence for an impact on event-related desynchronization during motor imagery and neurofeedback

in Brain-Computer Interfaces

Jennifer Decker
Mareike Daeglau
Catharina Zich
Cornelia Kranczioch

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1539172

1,860 views

Original Research

Published on 07 Apr 2025

Structured noise champagne: an empirical Bayesian algorithm for electromagnetic brain imaging with structured noise

in Brain-Computer Interfaces

Sanjay Ghosh
Chang Cai
Ali Hashemi
Yijing Gao
Stefan Haufe
Kensuke Sekihara
Ashish Raj
Srikantan S. Nagarajan

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1386275

1,895 views
1 citation

Editorial

Published on 02 Apr 2025

Editorial: Neuroscience and emotional design

in Brain-Computer Interfaces

Qing-Xing Qu
Vincent G. Duffy

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1591488

1,935 views

Original Research

Published on 02 Apr 2025

Toward brain-computer interface speller with movement-related cortical potentials as control signals

in Brain-Computer Interfaces

José Jesús Hernández-Gloria
Andres Jaramillo-Gonzalez
Andrej M. Savić
Natalie Mrachacz-Kersting

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1539081

3,024 views
1 citation

Original Research

Published on 27 Mar 2025

Heterogeneous transfer learning model for improving the classification performance of fNIRS signals in motor imagery among cross-subject stroke patients

in Brain-Computer Interfaces

Jin Feng
YunDe Li
ZiJun Huang
Yehang Chen
SenLiang Lu
RongLiang Hu
QingHui Hu
YuYao Chen
XiMiao Wang
Yong Fan

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1555690

2,828 views
1 citation

Review

Published on 12 Mar 2025

Comparison metrics and power trade-offs for BCI motor decoding circuit design

in Brain-Computer Interfaces

Joe Saad
Adrian Evans
Ilan Jaoui
Victor Roux-Sibillon
Emmanuel Hardy
Lorena Anghel

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1547074

3,093 views
2 citations

Original Research

Published on 12 Mar 2025

Classifying mental motor tasks from chronic ECoG-BCI recordings using phase-amplitude coupling features

in Brain-Computer Interfaces

Morgane Marzulli
Alexandre Bleuzé
Joe Saad
Felix Martel
Philippe Ciuciu
Tetiana Aksenova
Lucas Struber

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1521491

2,560 views
2 citations

Original Research

Published on 06 Mar 2025

Brain–computer-interface-driven artistic expression: real-time cognitive visualization in the pangolin scales animatronic dress and screen dress

in Brain-Computer Interfaces

Leonhard Schreiner
Anouk Wipprecht
Ali Olyanasab
Sebastian Sieghartsleitner
Harald Pretl
Christoph Guger

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1516776

6,181 views
3 citations

Systematic Review

Published on 06 Mar 2025

Efficacy and safety of brain–computer interface for stroke rehabilitation: an overview of systematic review

in Brain-Computer Interfaces

Jiajun Liu
Yiwei Li
Dongjie Zhao
Lirong Zhong
Yan Wang
Man Hao
Jianxiong Ma

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1525293

10,525 views
6 citations

Original Research

Published on 05 Mar 2025

Cognitive load recognition in simulated flight missions: an EEG study

in Brain-Computer Interfaces

Yueying Zhou
Xijia Xu
Daoqiang Zhang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1542774

3,136 views
2 citations

Original Research

Published on 04 Mar 2025

Artifact filtering application to increase online parity in a communication BCI: progress toward use in daily-life

in Brain-Computer Interfaces

Tab Memmott
Daniel Klee
Niklas Smedemark-Margulies
Barry Oken

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1551214

1,534 views

Original Research

Published on 26 Feb 2025

A spatial and temporal transformer-based EEG emotion recognition in VR environment

in Brain-Computer Interfaces

Ming Li
Peng Yu
Yang Shen

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1517273

3,852 views
8 citations

Original Research

Published on 21 Feb 2025

Neural signal analysis in chronic stroke: advancing intracortical brain-computer interface design

in Brain-Computer Interfaces

Nabila Shawki
Alessandro Napoli
Carlos E. Vargas-Irwin
Christopher K. Thompson
John P. Donoghue
Mijail D. Serruya

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1544397

2,585 views

Editorial

Published on 20 Feb 2025

Editorial: The role of code-modulated evoked potentials in next-generation brain-computer interfacing

in Brain-Computer Interfaces

Víctor Martínez-Cagigal
Jordy Thielen
Roberto Hornero
Peter Desain

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1548183

1,497 views
1 citation

Editorial

Published on 11 Feb 2025

Editorial: AI and machine learning application for neurological disorders and diagnosis

in Brain-Computer Interfaces

Kandala N. V. P. S. Rajesh
Venkata Mani Vakamulla
T. Sunil Kumar

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1558584

2,080 views

Original Research

Published on 11 Feb 2025

A novel paradigm for fast training data generation in asynchronous movement-based BCIs

in Brain-Computer Interfaces

Markus R. Crell
Kyriaki Kostoglou
Kathrin Sterk
Gernot R. Müller-Putz

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1540155

1,972 views

Original Research

Published on 28 Jan 2025

Error-related potentials during multitasking involving sensorimotor control: an ERP and offline decoding study for brain-computer interface

in Brain-Computer Interfaces

Masaki Yasuhara
Isao Nambu

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1516721

1,973 views

500 articles

articles

Hybrid brain-computer interface using error-related potential and reinforcement learning

Editorial: Sensorimotor decoding: characterization and modeling for rehabilitation and assistive technologies, volume II

Multi-branch GAT-GRU-transformer for explainable EEG-based finger motor imagery classification

Guiding principles and considerations for designing a well-structured curriculum for the brain-computer interface major based on the multidisciplinary nature of brain-computer interface

Adversarial denoising of EEG signals: a comparative analysis of standard GAN and WGAN-GP approaches

Cross-subject affective analysis based on dynamic brain functional networks

BCI move: exploring pediatric BCI-controlled power mobility

Nature documentaries vs. quiet rest: no evidence for an impact on event-related desynchronization during motor imagery and neurofeedback

Structured noise champagne: an empirical Bayesian algorithm for electromagnetic brain imaging with structured noise

Editorial: Neuroscience and emotional design

Toward brain-computer interface speller with movement-related cortical potentials as control signals

Heterogeneous transfer learning model for improving the classification performance of fNIRS signals in motor imagery among cross-subject stroke patients

Comparison metrics and power trade-offs for BCI motor decoding circuit design

Classifying mental motor tasks from chronic ECoG-BCI recordings using phase-amplitude coupling features

Brain–computer-interface-driven artistic expression: real-time cognitive visualization in the pangolin scales animatronic dress and screen dress

Efficacy and safety of brain–computer interface for stroke rehabilitation: an overview of systematic review

Cognitive load recognition in simulated flight missions: an EEG study

Artifact filtering application to increase online parity in a communication BCI: progress toward use in daily-life

A spatial and temporal transformer-based EEG emotion recognition in VR environment

Neural signal analysis in chronic stroke: advancing intracortical brain-computer interface design

Editorial: The role of code-modulated evoked potentials in next-generation brain-computer interfacing

Editorial: AI and machine learning application for neurological disorders and diagnosis

A novel paradigm for fast training data generation in asynchronous movement-based BCIs

Error-related potentials during multitasking involving sensorimotor control: an ERP and offline decoding study for brain-computer interface