In this workshop, we aim to gather researchers from the intersecting fields of inverse problems, uncertainty quantification, generative models, and related areas to discuss novel theory, new methods, and recent challenges. A focused multifaceted research group gathered at one location is an excellent opportunity, and may significantly advance this field and open new directions.