Jiadong Lou

DataGuard: A Non-intrusive Dataset Auditing Framework via Differential Information Forensics

Concerns over dataset misuse in deep learning have highlighted the need for effective auditing. Unlike existing intrusive methods that require dataset modifications, which risk model performance and security, we present DataGuard, a non-intrusive framework for quantitative dataset auditing. Specific…