“…151 Currently several transferable ML potentials approaching the above goal are available, e.g., the ANI family of universal potentials. 136,148,168 Transferable ML models were also built for excitation energies, 169,170 intramolecular reorganization energies, 171 electron densities, 172,173 searching catalyst candidates, 174 pK a values, 175 charge-transfer couplings, 176 the density of electronic states, 177 band gaps, 178 and many other electronic properties (HOMO/LUMO gaps, polarizability, dipole moments, etc.). 161,162,179 It is also possible to use ML to predict several QC properties within the same framework.…”