Fig. 2: Evaluation of the accuracy of NEP in describing crystal structure and thermal properties.

a Comparison of RDF of diamond, Cu, Cr, Mo, W, WC, Ti and TiC calculated by DFT and NEP. b Comparison of phonon dispersion of diamond, Cu, Cr, Mo, W, WC, Ti and TiC calculated by DFT and NEP.