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Mitigating topological freezing using out-of-equilibrium simulations

Authors :
Claudio Bonanno
Alessandro Nada
Davide Vadacchino
Source :
Journal of High Energy Physics, Vol 2024, Iss 4, Pp 1-27 (2024)
Publication Year :
2024
Publisher :
SpringerOpen, 2024.

Abstract

Abstract Motivated by the recently-established connection between Jarzynski’s equality and the theoretical framework of Stochastic Normalizing Flows, we investigate a protocol relying on out-of-equilibrium lattice Monte Carlo simulations to mitigate the infamous computational problem of topological freezing. We test our proposal on 2d CP N−1 models and compare our results with those obtained adopting the Parallel Tempering on Boundary Conditions proposed by M. Hasenbusch, obtaining comparable performances. Our work thus sets the stage for future applications combining our Monte Carlo setup with machine learning techniques.

Details

Language :
English
ISSN :
10298479
Volume :
2024
Issue :
4
Database :
Directory of Open Access Journals
Journal :
Journal of High Energy Physics
Publication Type :
Academic Journal
Accession number :
edsdoj.b422550b382742ba83474c522fe1f43a
Document Type :
article
Full Text :
https://doi.org/10.1007/JHEP04(2024)126