Counting Distinct Elements Under Person-Level Differential Privacy
T Steinke, A Knop - Advances in Neural Information …, 2024 - proceedings.neurips.cc
We study the problem of counting the number of distinct elements in a dataset subject to the
constraint of differential privacy. We consider the challenging setting of person-level DP (aka …
constraint of differential privacy. We consider the challenging setting of person-level DP (aka …
Benchmarking Secure Sampling Protocols for Differential Privacy
Differential privacy (DP) is widely employed to provide privacy protection for individuals by
limiting information leakage from the aggregated data. Two well-known models of DP are …
limiting information leakage from the aggregated data. Two well-known models of DP are …
Counting distinct elements under person-level differential privacy
A Knop, T Steinke - arXiv preprint arXiv:2308.12947, 2023 - arxiv.org
We study the problem of counting the number of distinct elements in a dataset subject to the
constraint of differential privacy. We consider the challenging setting of person-level DP (aka …
constraint of differential privacy. We consider the challenging setting of person-level DP (aka …