research
∙
06/05/2023
Generating Private Synthetic Data with Genetic Algorithms
We study the problem of efficiently generating differentially private sy...
share
research
∙
11/06/2022
Confidence-Ranked Reconstruction of Census Microdata from Published Statistics
A reconstruction attack on a private dataset D takes as input some publi...
research
∙
09/15/2022
Private Synthetic Data for Multitask Learning and Marginal Queries
We provide a differentially private algorithm for producing synthetic da...
research
∙
02/02/2022
Improved Regret for Differentially Private Exploration in Linear MDP
We study privacy-preserving exploration in sequential decision-making fo...
research
∙
06/14/2021
Iterative Methods for Private Synthetic Data: Unifying Framework and New Methods
We study private synthetic data generation for query release, where the ...
research
∙
02/17/2021
Leveraging Public Data for Practical Private Query Release
In many statistical problems, incorporating priors can significantly imp...
research
∙
09/23/2020
EXP4-DFDC: A Non-Stochastic Multi-Armed Bandit for Cache Replacement
In this work we study a variant of the well-known multi-armed bandit (MA...
research
∙
09/18/2020
Private Reinforcement Learning with PAC and Regret Guarantees
Motivated by high-stakes decision-making domains like personalized medic...
research
∙
07/10/2020
New Oracle-Efficient Algorithms for Private Synthetic Data Release
We present three new algorithms for constructing differentially private ...
research
∙
09/03/2019