Yanlong Zhai

Two-Stage NAS for On-Device Privacy Preservation Across Heterogeneous Computational Resources

Edge devices handle sensitive user data, raising significant security and privacy concerns when shared with data collectors for downstream learning tasks. One potential solution leverages differentially private generative models, keeping original data on user devices and creating obfuscated variants for transmission. H...