Membership Inference Attacks against Synthetic Data through Overfitting Detection

Understand

Data is the foundation of most science.

• Unfortunately, sharing data can be obstructed by the risk of violating data privacy, impeding research in fields like healthcare.
• Synthetic data is a potential solution.
• It aims to generate data that has the same distribution as the original data, but that does not disclose information about individuals.