Membership Inference Attack on Private Evolution

Synthetic Data Generation SDG is an actively studied way to enable safe sharing of private data more broadly. Inference-only SDG methods, such as Private Evolution PE, are particularly appealing, as they can leverage black-box access to pre-trained foundation models to generate high quality data...