Resources#

Background#

Differential privacy: A primer for a non-technical audience

The Algorithmic Foundations of Differential Privacy

Learning About Differential Privacy#

Courses & Educational Materials from the Harvard University Privacy Tools Project

Designing Access with Differential Privacy

Programming Differential Privacy

Privacy and Confidentiality Protection Overview

Papers#

The Complexity of Differential Privacy

Calibrating Noise to Sensitivity in Private Data Analysis (Laplace mechanism)

On Significance of the Least Significant Bits For Differential Privacy (Snapping mechanism and how floating-point numbers and the laplace mechanism leak)

Mechanism Design via Differential Privacy (Exponential mechanism)

Differential Privacy on Finite Computers (Geometric mechanism)

Privacy-preserving Statistical Estimation with Optimal Convergence Rates (Sample/aggregate and quantiles)

Deep Learning with Differential Privacy (Gradient descent)

U.S. Broadband Coverage Data Set: A Differentially Private Data Release

A Feasibility Study of Differentially Private Summary Statistics and Regression Analyses for Administrative Tax Data