2 papers
cs.CR2026
Computing Maximal Per-Record Leakage and Leakage-Distortion Functions for Privacy Mechanisms under Entropy-Constrained Adversaries
Genqiang Wu, Xiaoying Zhang, Yu Qi +3
The exponential growth of data collection necessitates robust privacy protections that preserve data utility. We address information disclosure against adversaries with bounded pri…
cs.CR2025
Achieving Dalenius' Goal of Data Privacy with Practical Assumptions
Genqiang Wu, Xianyao Xia, Yeping He
Current differential privacy frameworks face significant challenges: vulnerability to correlated data attacks and suboptimal utility-privacy tradeoffs. To address these limitations…