Riemannian Langevin Algorithm for Solving Semidefinite Programs

Mufan Bill Li, Murat A. Erdogdu

We propose a Langevin diffusion-based algorithm for non-convex optimization and sampling on a product manifold of spheres. Under a logarithmic Sobolev inequality, we establish a gu…