Ferrer-Sánchez, Antonio https://orcid.org/0000-0002-2305-5261
Villanueva-Espinosa, Nino https://orcid.org/0009-0006-1038-4871
Hernani-Morales, Carlos https://orcid.org/0000-0001-6893-5660
Ruiz de Austri-Bazan, Roberto https://orcid.org/0000-0003-3688-9609
Font, José A https://orcid.org/0000-0001-6650-2634
David Martín-Guerrero, José https://orcid.org/0000-0001-9378-0285
Choptuik, Matthew W https://orcid.org/0000-0001-5156-471X
Funding for this research was provided by:
Spanish Ministerio de Ciencia e Innovación
NSERC (PID2020-113644GB-I00)
European Horizon Europe (HORIZON-MSCA2021-SE-01)
Generalitat Valenciana
ERDF (CIPROM/2022/49)
Spanish Agencia Estatal de Investigación (MCIN/AEI/10.13039/501100011033)
European Union
Spanish Ministry of Economic Affairs and Digital Transformation
Valencian Government (CIAICO/2024/111)
Article Title: Addressing the gravitational collapse of a massless scalar field with physics-informed neural networks
Journal Title: Machine Learning: Science and Technology
Article Type: paper
Copyright Information: © 2026 The Author(s). Published by IOP Publishing Ltd
Publication dates
Date Received: 2025-11-25
Date Accepted: 2026-03-18
Online publication date: 2026-03-31