Antonio León Villares

My Work

Publications

Preprints

Learning functional components of PDEs from data using neural networks

Torkel E. Loman, Yurij Salmaniw, Antonio León Villares, José A. Carrillo, Ruth E. Baker — 2026

Preprint for 'Learning functional components of PDEs from data using neural networks'

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Numerical stationary states for nonlocal Fokker–Planck equations via fixed points of consistency maps

José A. Carrillo, Yurij Salmaniw, Antonio León Villares — 2026

Preprint for 'Numerical stationary states for nonlocal Fokker–Planck equations via fixed points of consistency maps'

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Evolution Strategies at the Hyperscale

Bidipta Sarkar, Mattie Fellows, Juan Agustin Duque, Alistair Letcher, Antonio León Villares, Anya Sims, Clarisse Wibault, Dmitry Samsonov, Dylan Cope, Jarek Liesen, Kang Li, Lukas Seier, Theo Wolf, Uljad Berdica, Valentin Mohl, Alexander David Goldie, Aaron Courville, Karin Sevegnani, Shimon Whiteson, Jakob Nicolaus Foerster — 2025

Preprint for 'Evolution Strategies at the Hyperscale'

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Personal

Deep Contrastive Learning for Feature Representation in Historical Maps

Antonio León Villares — 2023

Undergraduate thesis @ University of Edinburgh, supervised by Amos Storkey.

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The N-Body Problem and the Stability of the Figure of 8

Antonio León Villares — 2022

Report for the Vacation Scholarship @ University of Edinburgh, supervised by Maximillian Ruffert

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