Frontiers in Human Neuroscience | Brain-Computer Interfaces

Editorial

Published on 20 Feb 2026

Editorial: Brain-Computer Interfaces (BCIs) for daily activities: innovations in EEG signal analysis and machine learning approaches

in Brain-Computer Interfaces

Baidaa Al-Bander

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2026.1795349

336 views

Original Research

Published on 18 Feb 2026

DSP-MCF: dual stream pre-training and multi-view consistency fine-tuning for cross-subject EEG emotion recognition

in Brain-Computer Interfaces

Jingjing Li
Xinqi Liu
Xia Wu
Ya Wang
Xin Huang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2026.1723907

313 views

Original Research

Published on 18 Feb 2026

Advancing individual finger classification through a sandwich enhanced CBAM network with ultra-high-density EEG data

in Brain-Computer Interfaces

Xinguo Zhang
Yiman Zhang
Hong Peng
Tao Deng

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2026.1751058

167 views

Original Research

Accepted on 10 Feb 2026

Dynamic Graph based Attention Spectral Network for Motor Imagery-Brain Computer Interface

in Brain-Computer Interfaces

Zexiong Shao
Zhenghui Gu
Le Che
Zhuliang Yu
Yuanqing Li

Frontiers in Human Neuroscience

285 views

Review

Published on 10 Feb 2026

Individualized brain-computer interface for people with disabilities: a review

in Brain-Computer Interfaces

Simanto Saha
Petra Karlsson
Collin Anderson
Omid Kavehei
Alistair McEwan

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2026.1738876

805 views

Original Research

Published on 03 Feb 2026

To assure aviation safety: the pilot fatigue detection based on short-term multimodal physiological signals

in Brain-Computer Interfaces

Kai Chen
Jiming Liu
Jiamei Zhu
Yan Xu
Lin Zhang
Zhenxing Gao

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2026.1743936

580 views

Editorial

Published on 23 Jan 2026

Editorial: Neurocomputational models of decision-making and cognitive processes

in Brain-Computer Interfaces

Lidia Ghosh
Anuradha Saha

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2026.1775871

752 views

Original Research

Published on 15 Jan 2026

Levels of shared autonomy in brain-robot interfaces: enabling multi-robot multi-human collaboration for activities of daily living

in Brain-Computer Interfaces

Hannah Douglas
Marina Di Vincenzo
Rousslan Fernand Julien Dossa
Luca Nunziante
Shivakanth Sujit
Kai Arulkumaran

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1718713

1,174 views

Original Research

Published on 14 Jan 2026

Investigating singing imagery as an additional or alternative control task for EEG-based Brain-Computer Interfaces

in Brain-Computer Interfaces

Hadi Mohammadpour
Sarah D. Power

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1736711

890 views

Original Research

Published on 12 Jan 2026

Exploring physical and functional EEG connectivity with multilayer graph transformer convolutional networks for emotion recognition

in Brain-Computer Interfaces

S. M. Atoar Rahman
Md Ibrahim Khalil
Hui Zhou
Ziyun Ding
Yu Guo

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1715410

1,223 views

Original Research

Published on 12 Jan 2026

Multimodal physiological monitoring in augmented reality teaching environments for children with neurodevelopmental disorders

in Brain-Computer Interfaces

Shuyi Zhang
Sukyoung Cho
Fengle Duan
Hao Feng
Qiaoyan Zhang
Muqing Ma

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1712662

1,129 views

Perspective

Published on 07 Jan 2026

From neurotechnology to the classroom: the promise of brain–computer interfaces for training systems engineers

in Brain-Computer Interfaces

Christian Nieves-Méndez

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1733768

868 views

Original Research

Accepted on 29 Dec 2025

Exploring Individual Biases in BCI Research and Users: Does Gender Matter?

in Brain-Computer Interfaces

Cornelia Herbert
Viviana Ramos Acuna
Raphael R. K. Kneipp
Nina I. Kapfer

Frontiers in Human Neuroscience

378 views

Original Research

Published on 18 Dec 2025

Improved filter bank common spatial pattern algorithm based on the sparrow search algorithm

in Brain-Computer Interfaces

Yingyu Cao
Jihui Ding
Zhenxi Zhao
Yongzheng He
Moxiao Fu
Xuecheng Liu
Xiangpeng Lyv

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1679329

1,408 views
1 citation

Original Research

Published on 27 Nov 2025

Motor imagery-based brain-computer interface for differential diagnosis in prolonged disorders of consciousness

in Brain-Computer Interfaces

Ping Liu
Qianqian Ge
Linghui Dong
Liqin Jiao
Shuai Han
Xiaoyang Kang
Haochong Wang
Jianghong He
Hao Zhang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1695730

1,458 views

Brief Research Report

Published on 21 Nov 2025

NeuroGaze: a hybrid EEG and eye-tracking brain-computer interface for hands-free interaction in virtual reality

in Brain-Computer Interfaces

Kyle Coutray
Wanyea Barbel
Zack Groth
Joseph J. LaViola

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1695446

2,378 views

Original Research

Published on 10 Nov 2025

Deep learning approaches for diagnosing seizure based on EEG signal analysis

in Brain-Computer Interfaces

Mohammed Alarfaj
Muhammad Ali Zeb
Mosleh Hmoud Al-Adhaileh
Asma Abdulmana Alhamadi
Nadhem Ebrahim

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1669919

2,058 views

Original Research

Published on 03 Nov 2025

DeepAttNet: deep neural network incorporating cross-attention mechanism for subject-independent mental stress detection in passive brain–computer interfaces using bilateral ear-EEG

in Brain-Computer Interfaces

Wooseok Hyung
Minsu Kim
Yesung Kim
Chang-Hwan Im

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1685087

2,159 views
1 citation

Original Research

Published on 21 Oct 2025

Deep learning for inner speech recognition: a pilot comparative study of EEGNet and a spectro-temporal Transformer on bimodal EEG-fMRI data

in Brain-Computer Interfaces

Ahmad H. Milyani
Eyad Talal Attar

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1668935

5,951 views
2 citations

Original Research

Published on 08 Oct 2025

Using vision transformers for electrographic seizure classification to aid physician review of intracranial electroencephalography recordings

in Brain-Computer Interfaces

Muhammad Furqan Afzal
Sharanya A. Desai
Wade Barry
Thomas K. Tcheng
Jonathan Kuo
Shawna W. Benard
Christopher B. Traner
David Greene
Cairn G. Seale
Martha J. Morrell

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1680395

3,494 views

Original Research

Published on 24 Sep 2025

Multimodal MBC-ATT: cross-modality attentional fusion of EEG-fNIRS for cognitive state decoding

in Brain-Computer Interfaces

Yu Li
Lei Zhu
Aiai Huang
Jianhai Zhang
Peng Yuan

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1660532

5,041 views
1 citation

Original Research

Published on 07 Aug 2025

Ensemble learning techniques reveals multidimensional EEG feature alterations in pediatric schizophrenia

in Brain-Computer Interfaces

Ying Mao
Fang Wang
Shan Wang
Zhaowei Wang
Gang Li
Xuchen Qi
Yu Sun

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1530291

3,152 views

Original Research

Published on 23 Jul 2025

Associations between pre-cue parietal alpha oscillations and event related desynchronization in motor imagery-based brain-computer interface

in Brain-Computer Interfaces

Mohamed A. Mohamed
Joshua Giles
Mashael AlSaleh
Mahnaz Arvaneh

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1625127

2,847 views

Review

Published on 23 Jul 2025

Mind the gap: bridging ethical considerations and regulatory oversight in implantable BCI human subjects research

in Brain-Computer Interfaces

R. Bert Wilkins
Tara Coffin
Michelle Pham
Eran Klein
Megh Marathe

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1633627

7,056 views
5 citations

509 articles

articles

Editorial: Brain-Computer Interfaces (BCIs) for daily activities: innovations in EEG signal analysis and machine learning approaches

DSP-MCF: dual stream pre-training and multi-view consistency fine-tuning for cross-subject EEG emotion recognition

Advancing individual finger classification through a sandwich enhanced CBAM network with ultra-high-density EEG data

Dynamic Graph based Attention Spectral Network for Motor Imagery-Brain Computer Interface

Individualized brain-computer interface for people with disabilities: a review

To assure aviation safety: the pilot fatigue detection based on short-term multimodal physiological signals

Editorial: Neurocomputational models of decision-making and cognitive processes

Levels of shared autonomy in brain-robot interfaces: enabling multi-robot multi-human collaboration for activities of daily living

Investigating singing imagery as an additional or alternative control task for EEG-based Brain-Computer Interfaces

Exploring physical and functional EEG connectivity with multilayer graph transformer convolutional networks for emotion recognition

Multimodal physiological monitoring in augmented reality teaching environments for children with neurodevelopmental disorders

From neurotechnology to the classroom: the promise of brain–computer interfaces for training systems engineers

Exploring Individual Biases in BCI Research and Users: Does Gender Matter?

Improved filter bank common spatial pattern algorithm based on the sparrow search algorithm

Motor imagery-based brain-computer interface for differential diagnosis in prolonged disorders of consciousness

NeuroGaze: a hybrid EEG and eye-tracking brain-computer interface for hands-free interaction in virtual reality

Deep learning approaches for diagnosing seizure based on EEG signal analysis

DeepAttNet: deep neural network incorporating cross-attention mechanism for subject-independent mental stress detection in passive brain–computer interfaces using bilateral ear-EEG

Deep learning for inner speech recognition: a pilot comparative study of EEGNet and a spectro-temporal Transformer on bimodal EEG-fMRI data

Using vision transformers for electrographic seizure classification to aid physician review of intracranial electroencephalography recordings

Multimodal MBC-ATT: cross-modality attentional fusion of EEG-fNIRS for cognitive state decoding

Ensemble learning techniques reveals multidimensional EEG feature alterations in pediatric schizophrenia

Associations between pre-cue parietal alpha oscillations and event related desynchronization in motor imagery-based brain-computer interface

Mind the gap: bridging ethical considerations and regulatory oversight in implantable BCI human subjects research