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Differential Privacy in Practice: Expose your Epsilons!

An Axiomatic View of Statistical Privacy and Utility

Heterogeneous Differential Privacy

Differentially Private Confidence Intervals for Empirical Risk Minimization

Gradual Release of Sensitive Data under Differential Privacy

BLENDER: Enabling Local Search with a Hybrid Differential Privacy Model

Towards a Systematic Analysis of Privacy Definitions

Per-instance Differential Privacy

Calibrating Noise to Sensitivity in Private Data Analysis

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Accuracy First: Selecting a Differential Privacy Level for Accuracy-Constrained ERM

Differential Privacy on Finite Computers

Learning in a Large Function Space: Privacy-Preserving Mechanisms for SVM Learning

Local Differential Privacy for Evolving Data

Privacy via the Johnson-Lindenstrauss Transform

How Uncertainty about Privacy and Confidentiality is Hampering Efforts to More Effectively Use Administrative Records in Producing U.S. National Statistics

Make Up Your Mind: The Price of Online Queries in Differential Privacy

A Practical Method to Reduce Privacy Loss When Disclosing Statistics Based on Small Samples

Differential Privacy for Statistics: What we Know and What we Want to Learn

Random Differential Privacy

Between Pure and Approximate Differential Privacy

An Evaluation Framework for Privacy-Preserving Record Linkage

On the 'Semantics' of Differential Privacy: A Bayesian Formulation

Differential Privacy for Protecting Multi-dimensional Contingency Table Data: Extensions and Applications

Featherweight PINQ

The Bounded Laplace Mechanism in Differential Privacy