Examples

Here are some examples of how to use the Private Evolution library.

Images

These examples follow the experimental settings in the paper Differentially Private Synthetic Data via Foundation Model APIs 1: Images (ICLR 2024).

• CIFAR10: This example shows how to generate differentially private synthetic images for the CIFAR10 dataset using the APIs from a pre-trained ImageNet diffusion model.

• Camelyon17: This example shows how to generate differentially private synthetic images for the Camelyon17 dataset using the APIs from a pre-trained ImageNet diffusion model.

• Cat: This example shows how to generate differentially private synthetic images of the Cat dataset using the APIs from Stable Diffusion.

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Coming soon!