Generating Differentially Private Synthetic Data via Foundation Model APIs: A New Framework for Privacy-Preserving Data Generation

The author presents a new framework called Private Evolution (PE) to generate differentially private synthetic data using blackbox APIs of foundation models, achieving promising results without the need for model training.