The Natural Auditor: How To Tell If Someone Used Your Words To Train Their Model

To help enforce data-protection regulations such as GDPR and detect unauthorized uses of personal data, we propose a new emph{model auditing} technique that enables users to check if their data was used to train a machine learning model. focus on auditing deep-learning models that generate natural-language text, including word prediction...More