253 citations · 292 across the 3 of their papers we have counts for
3 papers
cs.LG2023★ 13 cited
Improved Techniques for Training Consistency Models
Yang Song, Prafulla Dhariwal
Consistency models are a nascent family of generative models that can sample high quality data in one step without the need for adversarial training. Current consistency models ach…
cs.LG2023★ 26 cited
Consistency Models
Yang Song, Prafulla Dhariwal, Mark Chen +1
Diffusion models have significantly advanced the fields of image, audio, and video generation, but they depend on an iterative sampling process that causes slow generation. To over…
cs.LG2016★ 253 cited
Variational Lossy Autoencoder
Xi Chen, Diederik P. Kingma, Tim Salimans +5
Representation learning seeks to expose certain aspects of observed data in a learned representation that's amenable to downstream tasks like classification. For instance, a good r…