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.

Mitigating topological freezing using out-of-equilibrium simulations

Nada A.;Vadacchino D.
2024-01-01

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.
2024
2024
4
126/00
126/26
https://link.springer.com/article/10.1007/JHEP04(2024)126
Algorithms and Theoretical Developments; Lattice Quantum Field Theory; Other Lattice Field Theories; Vacuum Structure and Confinement
Bonanno C.; Nada A.; Vadacchino D.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2318/2021392
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