ezDPS: An Efficient and Zero-Knowledge Machine Learning Inference Pipeline

Understand

Machine Learning as a service (MLaaS) permits resource-limited clients to access powerful data analytics services ubiquitously.

• Despite its merits, MLaaS poses significant concerns regarding the integrity of delegated computation and the privacy of the server's model parameters.
• To address this issue, Zhang et al.
• (CCS'20) initiated the study of zero-knowledge Machine Learning (zkML).