Self-regularization and structural adaptation of NPMLE for Gaussian mixture models in all dimensions
The proof applies a multivariate Jensen-type bound to control the typical number of critical points of the KKT function associated with the first-order optimality conditions, to lower bound its gradient norm uniformly on complex spheres.