Katherine Keegan

Manifold-Aware Perturbations for Constrained Generative Modeling

Generative models have enjoyed widespread success in a variety of applications. However, they encounter inherent mathematical limitations in modeling distributions where samples are constrained by equalities, as is frequently the setting in scientific domains. In this work, we develop a computationa…