1.3k citations · 4.5k across the 218 of their papers we have counts for
Showing 2023 · stat.MLShow all
2 papers · 2 filters
stat.ML2023★ 4 cited
Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution
Aaron Lou, Chenlin Meng, Stefano Ermon
Despite their groundbreaking performance for many generative modeling tasks, diffusion models have fallen short on discrete data domains such as natural language. Crucially, standa…
stat.ML2023★ 3 cited
Reflected Diffusion Models
Aaron Lou, Stefano Ermon
Score-based diffusion models learn to reverse a stochastic differential equation that maps data to noise. However, for complex tasks, numerical error can compound and result in hig…