Year: 2025
Type: article
Abstract: Lattice Field theory allows to extract properties of particles in strongly coupled quantum field theories by studying Euclidean vacuum expectation values. When estimated from numerical Monte Carlo simulations these are typically affected by the so called Signal to Noise problem: both the signal and the variance decay exponentially with the Euclidean time, but the variance decays slower, making the signal to noise ratio to degrade exponentially fast. In this work we show that writing correlators as derivatives with respect to sources and evaluating these derivatives using techniques of stochastic automatic differentiation can eliminate completely the signal to noise problem. We show some results in scalar field theories, and comment on the prospects for applicability in Gauge theories and QCD.
Source: The European Physical Journal C
Authors: G. Catumba, A. Ramos
Language: English
Subfield: Nuclear and High Energy Physics
Field: Physics and Astronomy
Domain: Physical Sciences
Open Access status: diamond
Awards: G1047231290, G1142809083, G1203160111, G1204740081, G120905174, G1276317268, G1724840934, G1764267590, G2001806450, G2188020438, G2400664898, G283144047, Hunting Invisibles: Dark sectors, Dark matter and Neutrinos, G3345895242, G3863831733, G4001760092, G4016415828, G5017550144, G6281504974, G6417970939, G6466192506, G6731524417, G7628805400, G7984235579, G8114839858, G8157492393, G8512683158, G8568794117, G8796029795
OpenAlex ID: W4414372123