Error bounds for particle gradient descent, and extensions of the log-Sobolev and Talagrand inequalities

Rocco Caprio, Juan Kuntz, Samuel Power +1

We prove non-asymptotic error bounds for particle gradient descent (PGD, Kuntz et al., 2023), a recently introduced algorithm for maximum likelihood estimation of large latent vari…