The Library
The privacy blanket of the shuffle model
Tools
Tools
Tools
Balle, Borja, Bell, James, Gascon, Adrià and Nissim, Kobbi (2019) The privacy blanket of the shuffle model. In: Crypto 2019, Santa Barbara, USA, 17-18 Aug 2019. Published in: Advances in Cryptology – CRYPTO 2019. CRYPTO 2019, 11693 pp. 638-667. ISBN 978-3-030-26950-0. doi:10.1007/978-3-030-26951-7_22 ISSN 0302-9743.
An open access version can be found in:
Official URL: https://doi.org/10.1007/978-3-030-26951-7_22
Abstract
This work studies differential privacy in the context of the recently proposed shuffle model. Unlike in the local model, where the server collecting privatized data from users can track back an input to a specific user, in the shuffle model users submit their privatized inputs to a server anonymously. This setup yields a trust model which sits in between the classical curator and local models for differential privacy. The shuffle model is the core idea in the Encode, Shuffle, Analyze (ESA) model introduced by Bittau et al. (SOPS 2017). Recent work by Cheu et al. (EUROCRYPT 2019) analyzes the differential privacy properties of the shuffle model and shows that in some cases shuffled protocols provide strictly better accuracy than local protocols. Additionally, Erlingsson et al. (SODA 2019) provide a privacy amplification bound quantifying the level of curator differential privacy achieved by the shuffle model in terms of the local differential privacy of the randomizer used by each user.
| Item Type: | Conference Item (Paper) | ||||
|---|---|---|---|---|---|
| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
| Series Name: | Lecture Notes in Computer Science | ||||
| Journal or Publication Title: | Advances in Cryptology – CRYPTO 2019. CRYPTO 2019 | ||||
| Publisher: | Springer | ||||
| ISBN: | 978-3-030-26950-0 | ||||
| ISSN: | 0302-9743 | ||||
| Official Date: | 30 April 2019 | ||||
| Dates: |
|
||||
| Volume: | 11693 | ||||
| Page Range: | pp. 638-667 | ||||
| DOI: | 10.1007/978-3-030-26951-7_22 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Access rights to Published version: | Restricted or Subscription Access | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | Crypto 2019 | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Santa Barbara, USA | ||||
| Date(s) of Event: | 17-18 Aug 2019 | ||||
| Related URLs: | |||||
| Open Access Version: |
Request changes or add full text files to a record
Repository staff actions (login required)
 |
View Item |
