We evaluated the performance of several common empirical force field models [4, 5] that are regularly adopted for Molecular Dynamics simulations. We compared the energy and force predictions of well-known and a wide variety of potentials (including EAM [6, 7], MEAM [8, 9, 10], ADP [11, 12]) against that of the DFT values. Comparison results across 10 elements, covering over 11 different potentials are described in this section. These results are used as a benchmarking starting point for our ANN force field Models rewrite the last sentence.