2 papers
cs.CR2024
Elephants Do Not Forget: Differential Privacy with State Continuity for Privacy Budget
Jiankai Jin, Chitchanok Chuengsatiansup, Toby Murray +3
Current implementations of differentially-private (DP) systems either lack support to track the global privacy budget consumed on a dataset, or fail to faithfully maintain the stat…
cs.LG2024
RS-Reg: Probabilistic and Robust Certified Regression Through Randomized Smoothing
Aref Miri Rekavandi, Olga Ohrimenko, Benjamin I. P. Rubinstein
Randomized smoothing has shown promising certified robustness against adversaries in classification tasks. Despite such success with only zeroth-order access to base models, random…