Here are two papers linked from Inception's site:
1. Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution - https://arxiv.org/abs/2310.16834
2. Simple and Effective Masked Diffusion Language Models - https://arxiv.org/abs/2406.07524