Comparison between Theoretical Four-Loop Predictions and Monte Carlo Calculations in the Two-Dimensional $N$-Vector Model for $N=3,4,8$
Sergio Caracciolo, Robert G. Edwards, Tereza Mendes, Andrea Pelissetto, and Alan D. Sokal

TL;DR
This paper compares four-loop perturbative predictions with Monte Carlo simulations for the two-dimensional N-vector model at N=3,4,8, assessing the accuracy of theoretical calculations against numerical data.
Contribution
It provides the first four-loop calculations of the beta-function and anomalous dimensions for this model and compares them with new Monte Carlo results.
Findings
Good agreement between four-loop predictions and Monte Carlo data.
Extraction of universal nonperturbative constants consistent with 1/N expansion.
Enhanced understanding of long-distance quantities in the N-vector model.
Abstract
We have computed the four-loop contribution to the beta-function and to the anomalous dimension of the field for the two-dimensional lattice -vector model. This allows the determination of the second perturbative correction to various long-distance quantities like the correlation lengths and the susceptibilities. We compare these predictions with new Monte Carlo data for . From these data we also extract the values of various universal nonperturbative constants, which we compare with the predictions of the expansion.
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