How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models

Ahmed M. Alaa, Boris van Breugel, Evgeny Saveliev +1

Devising domain- and model-agnostic evaluation metrics for generative models is an important and as yet unresolved problem. Most existing metrics, which were tailored solely to the…