Rank Matters: Understanding and Defending Model Inversion Attacks via Low-Rank Feature Filtering

Hongyao Yu, Yixiang Qiu, Hao Fang +6

Model Inversion Attacks (MIAs) pose a significant threat to data privacy by reconstructing sensitive training samples from the knowledge embedded in trained machine learning models…