Protein Discovery with Discrete Walk-Jump Sampling

Nathan C. Frey, Daniel Berenberg, Karina Zadorozhny +10

We resolve difficulties in training and sampling from a discrete generative model by learning a smoothed energy function, sampling from the smoothed data manifold with Langevin Mar…