The main advantages that M3GNet has over other GNNs are (1) the explicit incorporation of bond angles into both graph featurization and convolution and (2) the inclusion of many-body interactions. In this work, as in the original M3GNet paper, we focus on three-body interactions rather than the entire range of full many-body interactions.