Hao-Yi Lei

On the Privacy-Preserving Capabilities of PAVE Specifications in Learnware ∗

This paper formalizes two specification-induced risks in the learnware paradigm and shows that the resulting DP guarantees control both disclosure risk and amplification risk, and analyzes the induced privacy–utility trade-off to guide effective learn-ware identification while preserving privacy.