software . 2020

Code and data for Linear Program Reconstruction in Practice

Aloni Cohen;
Open Access
  • Published: 14 Jan 2020
  • Publisher: Zenodo
Abstract
<p>We briefly report on a successful linear program reconstruction attack performed on a production statistical queries system and using a real dataset. The attack was deployed in test environment in the course of the Aircloak Challenge bug bounty program and is based on the reconstruction algorithm of Dwork, McSherry, and Talwar. We empirically evaluate the effectiveness of the algorithm and a related algorithm by Dinur and Nissim with various dataset sizes, error rates, and numbers of queries in a Gaussian noise setting.</p> <p>The files in ./data were generated using the banking.psql database available at <a href="https://download.aircloak.com/">https://downl...
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Zenodo
Software . 2020
Provider: Datacite
Zenodo
Software . 2020
Provider: Datacite
Zenodo
Software . 2020
Provider: Zenodo
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