Frontiers in Computational Neuroscience

Original Research

Published on 09 Oct 2026

HQML-ICU: hybrid quantum-classical machine learning for ICU mortality prediction using MIMIC-IV electronic health records

Abdel-Haleem Abdel-Aty
Heba Kadry
Nadir Omer
Shaaban M. Shaaban
Huda Eltayeb
Sara A. Ghorashi
Mohamed Hafez
Betty Wan Voon
Mohammed Farsi

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1900553

483 views

Original Research

Published on 07 Oct 2026

Constrained Hebbian learning supports efficient representational allocation under structural constraints

Patrick Inoue
Florian Röhrbein
Andreas Knoblauch

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1825378

540 views

Original Research

Published on 06 Oct 2026

An attention-enhanced hybrid CNN-BiLSTM framework for multiclass epileptic seizure recognition using EEG signals

Bobbinpreet Kaur
Sheenam Middha
Aleem Ali
Noman Khan
Reham Alhejaili
Ahmed H. Almutairi

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1949040

562 views

Methods

Published on 06 Oct 2026

Approximate matrix exponential: a fast and accurate solver for Markov kinetic models of ion channels

David Alton McDougall

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1901593

469 views

Editorial

Published on 05 Oct 2026

Editorial: Health data science and AI in neuroscience & psychology

Lei Lu
Zhiqiang Huo
Jin Li
Erying Zhao

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.2002192

303 views

Original Research

Published on 02 Oct 2026

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

584 views

Original Research

Published on 02 Oct 2026

An in silico cortico-basal ganglia-thalamic testbed for comparing visual and deep brain stimulation in Parkinson’s disease

Chun-Hui Huang
Wen-Shuo Chen
Jin-Rong Lai
Chia-Hung Cho
Yun-Ta Sung
Chih-Tsung Chang
Chii-Wann Lin

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1950516

618 views

Perspective

Accepted on 01 Oct 2026

Virtual brain models: a roadmap towards effective brain digital twins

Egidio D‘Angelo
Claudia Angela Michela Gandini Wheeler-Kingshott
Alain Destexhe
Viktor Jirsa

Frontiers in Computational Neuroscience

358 views

Original Research

Published on 01 Oct 2026

MEMOIR-VLM—a multimodal vision-language model for Alzheimer's disease classification and question answering

Sohail Haresh Gidwani
Tamoghna Chattopadhyay
Sophia I. Thomopoulos
Paul M. Thompson

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1902258

866 views

Original Research

Published on 01 Oct 2026

Network-level restoration of impaired memory function in early Alzheimer’s disease via GluN2B modulation: insights from a hippocampal CA1–CA3 model

Fabio Librizzi
Saana Seppälä
Marja-Leena Linne
Michele Migliore
Ausra Saudargiene

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1953352

637 views

Original Research

Accepted on 30 Sep 2026

Are cortical microcircuits optimized for information flux? - A simulation-based reverse-engineering study

Claus Metzner
Ali Ghebleh
Karin Prebeck
Achim Schilling
Andreas K Maier
Thomas Kinfe
Patrick Krauss

Frontiers in Computational Neuroscience

210 views

Original Research

Published on 30 Sep 2026

An innovative framework based on GMV-ALFF multi-modal MRI and Gaussian data augmentation for psychiatric disorder classification

Wenjing Zhu
Xiaoying Jiang

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1835559

510 views

Correction

Accepted on 28 Sep 2026

Correction: Arts engagement, active inference, and allostatic regulation: a neurobiological framework for understanding the health effects of aesthetic experience

Pier Luigi Sacco

Frontiers in Computational Neuroscience

Perspective

Published on 25 Sep 2026

A computational roadmap to activity-dependent myelination

Thomas Nguyen
Jeremie Lefebvre

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1895171

770 views

Original Research

Accepted on 24 Sep 2026

Cross-Modal Alignment with Language Tokens for Unified Multilingual Image-to-Text Generation

Abubakar Sulaiman Gezawa
Naveed Ur Rehman Junejo
Saud Adam Abdulkadir
Chibiao Liu
Guanjun Lin

Frontiers in Computational Neuroscience

340 views

Original Research

Accepted on 24 Sep 2026

Persistent Memory Through Triple-Loop Consolidation Under Stochastic Unit Turnover

Jianwei Lou

Frontiers in Computational Neuroscience

296 views

Original Research

Accepted on 23 Sep 2026

Orientation detection for self-calibrating neuromorphic systems

Alejandro Pequeño Zurro
Chiara Bartolozzi
Elisabetta Chicca

Frontiers in Computational Neuroscience

438 views

Original Research

Published on 23 Sep 2026

A high-precision synchronization and centroid-based framework for single-trial decoding of perceived natural speech

Cristian Y. Olivares
Norelli Schettini

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1947069

789 views

Brief Research Report

Accepted on 22 Sep 2026

Multi-receptor whole-brain modeling reveals affinity-driven chemoarchitectural mechanism of virtual atomoxetine action

Martí Monge Asensio
Murat Demirtas
Thomas Pfeffer
Gorka Zamora-López
Jakub Vohryzek
Yonatan Sanz-Perl
Ruud Lucas Van Den Brink
Tobias H. Donner
Morten L Kringelbach
Gustavo Deco

Frontiers in Computational Neuroscience

445 views

Original Research

Published on 22 Sep 2026

How to train your neuron: developing a detailed, up-to-date, multipurpose model of hippocampal CA1 pyramidal cells

Luca Tar
Sára Sáray
Máté Mohácsi
Tamás F. Freund
Szabolcs Káli

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1897214

788 views

Original Research

Accepted on 21 Sep 2026

Wave-Function Formalism for Evolving Neural Dynamics: A Mathematical Framework Informed by EEG

Madelyn Klebba

Frontiers in Computational Neuroscience

325 views

Original Research

Published on 21 Sep 2026

Locality and weight sharing shape Hebbian principal-component learning in biologically constrained visual models

Patrick Inoue
Florian Röhrbein
Andreas Knoblauch

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1943064

948 views

Editorial

Published on 21 Sep 2026

Editorial: Theoretical and computational insights into brain-based cognition

José Roberto Castilho Piqueira
Antonio C. Roque
Renato Teodoro Ramos

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2026.1986598

517 views

Original Research

Accepted on 18 Sep 2026

Short-Term Synaptic Plasticity Modulates the Outcome of Neurodegenerative Diseases

Han Zhang
Yusuf Mohideen
Chi Chung Alan Fung

Frontiers in Computational Neuroscience

395 views

141 Publications

volumes

HQML-ICU: hybrid quantum-classical machine learning for ICU mortality prediction using MIMIC-IV electronic health records

Constrained Hebbian learning supports efficient representational allocation under structural constraints

An attention-enhanced hybrid CNN-BiLSTM framework for multiclass epileptic seizure recognition using EEG signals

Approximate matrix exponential: a fast and accurate solver for Markov kinetic models of ion channels

Editorial: Health data science and AI in neuroscience & psychology

A sliding window and Fourier decomposition method based 1D-CNN framework for motor imagery EEG classification

An in silico cortico-basal ganglia-thalamic testbed for comparing visual and deep brain stimulation in Parkinson’s disease

Virtual brain models: a roadmap towards effective brain digital twins

MEMOIR-VLM—a multimodal vision-language model for Alzheimer's disease classification and question answering

Network-level restoration of impaired memory function in early Alzheimer’s disease via GluN2B modulation: insights from a hippocampal CA1–CA3 model

Are cortical microcircuits optimized for information flux? - A simulation-based reverse-engineering study

An innovative framework based on GMV-ALFF multi-modal MRI and Gaussian data augmentation for psychiatric disorder classification

Correction: Arts engagement, active inference, and allostatic regulation: a neurobiological framework for understanding the health effects of aesthetic experience

A computational roadmap to activity-dependent myelination

Cross-Modal Alignment with Language Tokens for Unified Multilingual Image-to-Text Generation

Persistent Memory Through Triple-Loop Consolidation Under Stochastic Unit Turnover

Orientation detection for self-calibrating neuromorphic systems

A high-precision synchronization and centroid-based framework for single-trial decoding of perceived natural speech

Multi-receptor whole-brain modeling reveals affinity-driven chemoarchitectural mechanism of virtual atomoxetine action

How to train your neuron: developing a detailed, up-to-date, multipurpose model of hippocampal CA1 pyramidal cells

Wave-Function Formalism for Evolving Neural Dynamics: A Mathematical Framework Informed by EEG

Locality and weight sharing shape Hebbian principal-component learning in biologically constrained visual models

Editorial: Theoretical and computational insights into brain-based cognition

Short-Term Synaptic Plasticity Modulates the Outcome of Neurodegenerative Diseases