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An Axiomatic View of Statistical Privacy and Utility

Differential Privacy in Practice: Expose your Epsilons!

Differentially Private Confidence Intervals for Empirical Risk Minimization

Gradual Release of Sensitive Data under Differential Privacy

Towards a Systematic Analysis of Privacy Definitions

BLENDER: Enabling Local Search with a Hybrid Differential Privacy Model

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

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

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

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

Between Pure and Approximate Differential Privacy

Random Differential Privacy

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

Featherweight PINQ

On the Difficulties of Disclosure Prevention in Statistical Databases or The Case for Differential Privacy

Statistical Approximating Distributions Under Differential Privacy

A Privacy Preserving Algorithm to Release Sparse High-dimensional Histograms

Statistical Disclosure Limitation: New Directions and Challenges

Minimaxity, Statistical Thinking and Differential Privacy

Dual Query: Practical Private Query Release for High Dimensional Data