*In The Journal of chemical physics *

_{0}

^{ξcf}gξ-1ξ

^{2}dξ, where gξ and ξ(=rρ

^{13}) are the reduced radial distribution function and radial distance, respectively] systems in the space of non-dimensional temperature and density of the LJ liquids. We also investigate the consistency of DeepILST in reproducibility of radial distribution functions of various quasi-universal potentials, e.g., exponential, inverse-power-law, and Yukawa pair potentials, quantified based on the radial distribution functions and Kullback-Leibler errors. Our results provide insights into the quasi-universality of simple liquids using the statistical and deep learning methods.

*Moradzadeh A, Aluru N R*

*2021-May-28*