Supplementary Appendices A Background - Omitted Details A.1 Sparse grids - Visualizations of grid points Figure 4: Visualizations of grid points on [ 0, 1]

This subsection demonstrates how to use hierarchical surplus linear interpolation for kernel interpolation with sparse grids, however, we do not explore this method in our experiments.