Trans-Dimensional Generative Modeling via Jump Diffusion Models

Andrew Campbell, William Harvey, Christian Weilbach +3

We propose a new class of generative models that naturally handle data of varying dimensionality by jointly modeling the state and dimension of each datapoint. The generative proce…