28 July 2024 to 3 August 2024
Europe/London timezone

Designing weight regularizations based on Lefschetz thimbles to stabilize complex Langevin

29 Jul 2024, 14:35
20m
Talk Algorithms and Artificial Intelligence Algorithms and artificial intelligence

Speaker

Paul Hotzy (TU Wien)

Description

The complex Langevin (CL) method shows significant potential in addressing the numerical sign problem. Nonetheless, it often produces incorrect results when used without any stabilization techniques. Leveraging insights from previous research that links Lefschetz thimbles and CL, we explore a strategy to regularize the CL method to address this issue of incorrect convergence. Specifically, we implement weight regularizations inspired by the associated Lefschetz thimble structure. We demonstrate the effectiveness of this approach by solving the SU(N) Polyakov chain model and various scalar models, including the cosine model and the one-link model, across a broad range of couplings where the CL method previously failed. We also discuss the potential application of these insights to gauge theories in practical scenarios.

Primary authors

Kirill Boguslavski (TU Wien) Paul Hotzy (TU Wien) David Müller (TU Wien)

Presentation materials