FIG. 1. Structure of the magnetic system, phase map and generative model. (a) The magnetic moments located on Dy ions are constrained by crystal field interactions to point in or out of the tetrahedra. They form a corner sharing pyrochlore lattice. Nearest neighbors (1), next-nearest-neighbors (2) and two inequivalent next-next-nearest neighbors (3 and 3') interactions are shown as thick colored lines. (b) A predicted map of magnetic orderings for varying J3 and J 3 with the remaining Hamiltonian parameters J1, J2, and D fixed to 3.41 K. 0 K and 1.3224 K respectively. The latent space coordinates, S(L) predicted by the Generator network (GN) have been converted to an RGB color code. A region with uniform color is expected to be structurally the same, and continuous color changes correspond to either crossovers or continuous transitions. (c) Comparison between the high-symmetry-plane slices of simulated and surrogate-predicted S(Q) data at multiple places in parameter space as indexed on panel (b). (d) Schematic diagram of the experimental parameters that can be used to tune the properties of frustrated materials and their associated effects. (e) Schematic design of the surrogate model used to predict S(Q) for a given set of model parameters. The surrogate comprises a radial basis network, the Generator, mapping parameter space to latent space and a Decoder to reconstruct S(Q) from latent space representations.