41 citations · 186 across the 21 of their papers we have counts for
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cs.CV2023★ 9 cited
Intriguing properties of generative classifiers
Priyank Jaini, Kevin Clark, Robert Geirhos
What is the best paradigm to recognize objects -- discriminative inference (fast but potentially prone to shortcut learning) or using a generative model (slow but potentially more…
cs.CV2023★ 16 cited
Text-to-Image Diffusion Models are Zero-Shot Classifiers
Kevin Clark, Priyank Jaini
The excellent generative capabilities of text-to-image diffusion models suggest they learn informative representations of image-text data. However, what knowledge their representat…