Original Research
Published
Wave-function formalism for evolving neural dynamics: a mathematical framework informed by EEG
Madelyn Klebba
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1812909
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Articles
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Showing 60 articles
Study Protocol
Published
Effect of epidural spinal cord stimulation combined with personalized neurorehabilitation in chronic motor-complete spinal cord injury: study protocol for the phase II single-arm feasibility RESTORES (RESToration Of Rehabilitative function with Epidural spinal Stimulation) trial
Kai Rui Wan · Zhi Yan Valerie Ng · Seng Kwee Wee · Fatimah Misbaah · Wen Li Lui · Min Wee Phua · Tegan Plunkett · Neethu Robinson · Aung Aung Phyo Wai · Cuntai Guan · Ananda Sidarta · Rosa Qi Yue So · Brian Premchand · Kezia Susanto · Luca Cocchi · Seyed Ehsan Saffari · Rui Xin Justin Ker · Wai Hoe Ng
Frontiers in Neurology
doi 10.3389/fneur.2026.1967078
Original Research
Published
A robust adversarial learning framework for EEG emotion recognition
Hao Yang · Li Chen · Jianyong Gao · Junqiang Zhang · Jianfeng Zhang
Frontiers in Neurology
doi 10.3389/fneur.2026.1951986
Case Report
Published
Neural oscillatory activity during guided and self-generated motor imagery: a comparative case study of a six-time World Cup skateboarder champion and an experienced recreational surfer
Luciane Aparecida Moscaleski · Alexandre Moreira
Frontiers in Human Neuroscience
doi 10.3389/fnhum.2026.1964730
Original Research
Published
Clinical and resting-state EEG changes following neurofeedback in adult refugees with persistent trauma-related symptoms: a transdiagnostic pre–post observational study
Mirjana Askovic · Matteo Mascelloni · Sejla Murdoch · Jorge Aroche · Ed Dean Hamlin · Anthony W. F. Harris
Frontiers in Psychiatry
doi 10.3389/fpsyt.2026.1954165
Perspective
Published
Validating electrical stimulation through the somatosensory system: a perspective on mismatch negativity and auditory prostheses
Sergei Tugin · Polina Pavlova · Natalia Karpova · Boriss Sagalajev
Frontiers in Human Neuroscience
doi 10.3389/fnhum.2026.1912789
Original Research
Published
MSANet: a multi-scale spatiotemporal adaptive network for EEG-based driver fatigue recognition
Peipei Gu · Ruibo Wang · Ming Zhang · Naian Xiao · Fangqin Liu · Bin Jiang · Jiayang Guo · Xiaosong Peng
Frontiers in Neuroscience
doi 10.3389/fnins.2026.1939908
Original Research
Published
Subject-independent classification of ADHD from pediatric EEG: a leakage-aware deep learning framework with interpretable neurophysiological mapping
M. Geethapriya · Kalyanaraman Pattabiraman
Frontiers in Neuroscience
doi 10.3389/fnins.2026.1925266
Original Research
Published
A sliding window and Fourier decomposition method based 1D-CNN framework for motor imagery EEG classification
B. S. S. Tejesh · Karra Bhaskar · M. Sivaji · Ravisankar Dakupati · Saswat Kumar Ram · Pradyut Kumar Sanki · M. Ramakrishnan
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1945160
Original Research
Published
Longitudinal changes in resting-state EEG eyes-closed/open delta differentiation during an Antarctic expedition
Weiting Yang · Haoxin Tian · Guangming Xie · Ying Xu · Qinwen Wang · You Yin · Wuchao Liu · Yanyan Jiang
Frontiers in Neuroscience
doi 10.3389/fnins.2026.1944325
Original Research
Published
Decoding user satisfaction during reading of pre-defined question–answer pairs: BCI approach using delta and gamma EEG
Wanjoo Park · Salma Mansour · Laehyun Kim · Mohamad Eid
Frontiers in Neuroscience
doi 10.3389/fnins.2026.1934150
Original Research
Published
Window leakage in clinical EEG machine learning: matched subject-independent evaluation across ADHD and Parkinson cohorts
Burak Aggul
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1930795
Original Research
Published
Dynamic EEG network responses to acupuncture stimulation in patients with stroke: a neurophysiological study
Jianxin Tan · Juanjuan Zhao · Chen Zhang · Xulong Fan
Frontiers in Neuroscience
doi 10.3389/fnins.2026.1946735
Review
Published
Explainable artificial intelligence (XAI) in schizophrenia: enhancing transparency in clinical decision-making
Kshitij Srivastava · Ruby Srivastava
Frontiers in Systems Biology
doi 10.3389/fsysb.2026.1898853
Original Research
Published
I think, therefore I hit: EEG parameters predict performance in complex cognitive tasks
Anneke Hamann · Julia Schön · Nils Carstengerdes
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1894934
Opinion
Published
The challenges of magnetic resonance imaging and the promise of portable neurotechnology for advancing scientific discovery about neurodevelopmental disorders
Nancy Raitano Lee
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1884952
Original Research
Published
Phase-dependent oscillatory dynamics during needle retention and withdrawal: a comparison of penetrating and non-penetrating acupuncture
Qian Wu · Dehui Lin · Shanze Wang · Xuesong Liang · Bingxin Wu · Qing Yang · Fangyuan Zhang · Xiuyun Wen · Wenbin Fu
Frontiers in Pain Research
doi 10.3389/fpain.2026.1842608
Original Research
Published
Music-evoked EEG signals for mental health assessment using two- and three-class classification
Abdelkader Nasreddine Belkacem · Abdelhadi Hireche · Nour Faris Ali · Mohamed Atef · Abdalla A. R. M. Hamid · Ibrahim M. Elfadel · Herbert F. Jelinek
Frontiers in Systems Neuroscience
doi 10.3389/fnsys.2026.1886805
Hypothesis and Theory
Published
Neural state reduction: a quantum-inspired framework for how latent conscious thought becomes reportable
A. K. Pradeep
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1865388
Editorial
Published
Editorial: Modern applications of EEG in neurological and cognitive research
Kuldeep Singh · Rajamanickam Yuvaraj · Geetanjali Sharma · Amit Joshi
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1969406
Original Research
Published
EEG correlates of sleep stages, sleep discrepancy, and insomnia: a comparative analysis of people with insomnia and healthy sleepers using spectral power and sample entropy
Joseph T. LeCheminant · Daniel B. Kay · Brent Feland · Chongming Yang · Jonathan Blotter
Frontiers in Sleep
doi 10.3389/frsle.2026.1882890
Original Research
Published
Consumer preferences for novel products: eye-tracking and EEG insights into gift-giving vs. self consumption
Uma Parasuram · Chengyan Yue · R. Karina Gallardo · Garrett Steede · Benjamin R. Eisenreich · Matthew Clark
Frontiers in Behavioral Economics
doi 10.3389/frbhe.2026.1871704
Original Research
Published
Roles in brain stimulation, recording and interpreting neuroimaging data: a systematic survey of 26 countries on current practices in EEG, MRI, TCD, TMS and FUS
Vugar Valizada · Leon Daði Sesseljuson · Raffaele Nardone · Aljoscha Thomschewski · Eugen Trinka · Yvonne Höller
Frontiers in Medical Technology
doi 10.3389/fmedt.2026.1917621
Original Research
Published
Hybrid EEG–EMG intention decoding for real-time triggering of a lower-limb exoskeleton
Ke Wang · Wenshan Li · Danyang Ding · Lei Wang · Yue Sun · Hongbo Zhao · Weijun Gong
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1914651
Original Research
Published
Exploring aesthetic judgments of modern sculptures in virtual reality: a multimodal machine learning approach
Selina C. Wriessnegger · Zoryana Andrusyak
Frontiers in Virtual Reality
doi 10.3389/frvir.2026.1804634
Original Research
Published
Montage-guided fusion network for long-term scalp electroencephalography seizure detection
Hongtao Yin · Xin Yin
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1942480
Original Research
Published
Interpretable AI for neural signal decoding in dementia: an EEG ensemble approach to differential diagnosis
Fawad Muhammad · Irfan Ahmed Usmani · Muhammad Aamir · Mai Alduailij · Mehrez Marzougui · Rab Nawaz
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1902549
Original Research
Published
PQ-Neurolink: latency-aware post-quantum-ready secure communication for distributed brain–computer interfaces
Tariq Qayyum · Asadullah Tariq · Abdelkader Nasreddine Belkacem
Frontiers in Systems Neuroscience
doi 10.3389/fnsys.2026.1891041
Original Research
Published
A group brain-controlled method for UAVs using a hybrid paradigm of hand movements and visual evoked potentials
Rui Li · Shikun Bian · Yaxi Deng · Xiaoqing Wei · Shiqiang Yang · Yang Liu · Jiangcheng Chen
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1858496
Original Research
Published
Beyond flickering: introducing code-modulated motion visual evoked potentials for brain-computer interfacing
Hanneke A. Scheppink · Rainer Herpers · Jordy Thielen · Ivan Volosyak
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1884144
Original Research
Published
Characteristics of sustained attention impairment in individuals under simulated positive acceleration stress: separation effect of early and late stage cognitive processing
Yang Liao · Yuyang Zhu · Rong Lin · Miao Jin · Yan Zhang · Yishuang Zhang · Liu Yang
Frontiers in Behavioral Neuroscience
doi 10.3389/fnbeh.2026.1733246
Original Research
Published
EEG-fNIRS self-supervised emotion recognition method based on dual-stream Siamese network
YuGuo Wang · Honglin Wang · Ze Wang · Yan Wu
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1894506
Original Research
Published
Convergent representations of linguistic constructions in human and artificial neural systems
Pegah Ramezani · Thomas Kinfe · Andreas Maier · Achim Schilling · Patrick Krauss
Frontiers in Language Sciences
doi 10.3389/flang.2026.1846406
Methods
Published
Interpretable machine-learning for depression classification based on a three-component EEG marker
Haisheng Zhang · Jing Kan · Wei Tong · Bicheng Wu · Ye Zhao · Yongchun Ma
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1869159
Original Research
Published
Noise-robust temporal–spectral fusion transformers for EEG-based cognitive state classification in aviation environments
Quynh Anh Nguyen · Nam Anh Dao · Long Nguyen
Frontiers in Big Data
doi 10.3389/fdata.2026.1837706
Study Protocol
Published
Assessing sleep, cognition and overnight memory performance in neurotypically developing youth in a children's hospital
Gabrielle N. Deutsch · Emmet W. Klein · Chelsea E. Cadle · Katharine C. Simon · H. Gerry Taylor · Maninder Kalra · Paola Malerba
Frontiers in Sleep
doi 10.3389/frsle.2026.1771860
Original Research
Published
Psychophysiological effects of low-frequency sound mediated by room size, room shape, and stimulus duration
Paul Oomen · Rona Geffen · Daniela Gentile · Nour Atassi · Bashar Farran · Christoph Braun · Veronica Cuevas Villanueva · Luka Nadiradze · Máté Csanád · Amira Val Baker
Frontiers in Cognition
doi 10.3389/fcogn.2026.1806052
Original Research
Published
Quantitative investigation on working memory patterns through EEG based on visual attention task for children with learning disability
S. Vidhusha · S. Karthika · N. Sahana · A. Sabari Srinivas · Shitharth Selvarajan · Nithya Rekha Sivakumar · Sumendra Yogarayan
Frontiers in Systems Neuroscience
doi 10.3389/fnsys.2025.1687354
Original Research
Published
Quantifying emotion-dependent brain–eye interactions during audiovisual emotional stimulation
Feryal A. Alskafi · Ahsan H. Khandoker · Faezeh Marzbanrad · Herbert F. Jelinek
Frontiers in Systems Neuroscience
doi 10.3389/fnsys.2026.1744042
Review
Published
EEG hyperscanning in intellectual disability: a scoping review with implications for cognitive stimulation therapy
Pavithra Pavithra · James K. Bradshaw Bernacchi · Salma Ahmed · Garret McDermott · Mary McCarron · Philip McCallion · Eimear McGlinchey · Alejandro Lopez Valdes
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1757738
Original Research
Published
SSVEP-driven BCI authentication with reduced number of EEG electrodes across high and low frequency ranges
Ayas Kiser · Atilla Cantürk · Ivan Volosyak
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1741655
Systematic Review
Published
EEG biomarkers of the sense of embodiment: methodological gaps and evidence-based recommendations from a systematic review
Daniela Esteves · Athanasios Vourvopoulos
Frontiers in Systems Neuroscience
doi 10.3389/fnsys.2026.1756407
Original Research
Published
Identifying neural correlates of cognitive workload in high-performance motorsport simulation: an integrated EEG and telemetry analysis of driver performance
Wasinee Terapaptommakol · Yuil Tripathee · Danai Phaoharuhansa · Tipporn Laohakangvalvit
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1765659
Original Research
Published
Multi-method characterization of neurophysiological and biological stress responses in surgical teams during real surgical procedures
Vincenzo Ronca · Lidia Castagneto Gissey · Maria Irene Bellini · Alessandra Iodice · Valentina Sada · Emilia Sbardella · Ludovica Vincenzi · Pietro Aricò · Gianluca Di Flumeri · Andrea Giorgi · Alessia Vozzi · Rossella Capotorto · Fabio Babiloni · Giovanni Casella · Gianluca Borghini
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1702748
Systematic Review
Published
Reviewing digital collaborative interactions with multimodal hyperscanning through an ever-growing database
Anna Vorreuther · Anne-Marie Brouwer · Mathias Vukelić
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1756956
Original Research
Published
Hybrid EEG-fNIRS phoneme classification based on imagined and perceived speech
Manuel Hons · Silvia Erika Kober · Selina Christin Wriessnegger · Guilherme Wood
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1696865
Systematic Review
Published
Combining EEG and eye-tracking for cognitive and physiological states monitoring: a systematic review
Maria Rivas-Vidal · Alberto Calvo Cordoba · Cecilia E. García Cena · Fernando Daniel Farfán
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2025.1736672
Review
Published
The state of the art in assessing mental fatigue in the cockpit using head-worn sensing technology
Anneke Hamann · Carmen van Klaren · Rolf Zon · Frédéric Dehais · Nils Carstengerdes · Maykel van Miltenburg · Kalou Cabrera Castillos
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2025.1673268