Invariant Kernels: Rank Stabilization and Generalization Across Dimensions

Mateo Díaz, Dmitriy Drusvyatskiy, Jack Kendrick +1

Symmetry arises often when learning from high dimensional data. For example, data sets consisting of point clouds, graphs, and unordered sets appear routinely in contemporary appli…