… cal differential privacy (LDP) of user data in the FL model with SGD. The trade-offs between
user privacy… as a variable, and a tighter privacy accounting method is applied. The proposed …

… such scenarios, we argue that the trade-off between privacy and utility can be greatly …
propose a variant of local differential privacy based on the notion of dX -privacy intoduced in [19]. …

… This paper investigates the privacy-utilityfairness trade-off in neural … for privacy (ǫ, δ),
fairness (risk difference), and utility (accuracy). In the scenario with the highest considered privacy …

… -variance trade-offs, the one studied in this paper is quite specific to differential privacy: it …
The difficulties associated with sensitivity bounding are well-known in the differential privacy …

… of including differential privacy … of privacy, we propose an external differential privacy
mechanism that injects the minimum amount of noise to ensure a desired (ϵ, δ)-differential privacy. …

… in different contexts in isolation, but have suboptimal privacy/performance tradeoffs for visual
tasks. … However, centering the regularizer is critical in differential privacy, as we prove in the …

… differential privacy. In this survey, we review and re-examine those new improvements of
the differential privacy … for achieving a better trade-off between the privacy and utility of the …

… seek to better explore the tradeoff between privacy and utility by … We explore a class of
definitions called Blowfish privacy. In … differential privacy mechanisms to satisfy Blowfish privacy, …

… privacy budget. In addition, we provide an in-depth analysis of the results with a focus on the
privacy-utility trade-off… and challenges of word-level Differential Privacy, and accordingly, we …

… on differential privacy was proposed in [43]. More recently, [14] established f-DP for differential
privacy where the privacy is measured by the trade-off function of type I and type II errors. …