To get a more robust but sufficiently accurate correlation energy density to train our ML models, we build here a proxy for the exact e c (r) by using as the starting point its PT2 approximation [magenta circle in Fig. ]. We then further regularize it to correct for PT2's deficiencies [blue square in Fig. ].