Description of the Many-body Potential. An analytical many-body potential is developed here using machine learning to model the effective interactions between spherical polymergrafted NPs in a polymer matrix; our overall strategy is summarized in Fig. . The potential includes both two-body and three-body interactions according to which the total free energy 𝑈 )* of the N-particle system is given by