Fisher flow matching for generative modeling over discrete data

O Davis, S Kessler, M Petrache, II Ceylan… - arXiv preprint arXiv …, 2024 - arxiv.org
Generative modeling over discrete data has recently seen numerous success stories, with
applications spanning language modeling, biological sequence design, and graph …

Generative Assignment Flows for Representing and Learning Joint Distributions of Discrete Data

B Boll, D Gonzalez-Alvarado, S Petra… - arXiv preprint arXiv …, 2024 - arxiv.org
We introduce a novel generative model for the representation of joint probability distributions
of a possibly large number of discrete random variables. The approach uses measure …