Secure Multiparty Computation for Privacy-Preserving Data Mining

Autor: Yehuda Lindell, Benny Pinkas

Publikováno v: The Journal of Privacy and Confidentiality, Vol 1, Iss 1 (2009)

In this paper, we survey the basic paradigms and notions of secure multiparty computation and discuss their relevance to the field of privacy-preserving data mining. In addition to reviewing definitions and constructions for secure multiparty computa

Externí odkaz: https://doaj.org/article/6bd44e22a4b7440aa6ea58f49c4064ce

Efficient Secure Three-Party Sorting with Applications to Data Analysis and Heavy Hitters

Autor: Gilad Asharov, Koki Hamada, Dai Ikarashi, Ryo Kikuchi, Ariel Nof, Benny Pinkas, Katsumi Takahashi, Junichi Tomida

Publikováno v: Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::41358ed56fc8f5d2fc033ac7e53d63cc
https://doi.org/10.1145/3548606.3560691

Fairness in the Eyes of the Data: Certifying Machine-Learning Models

Autor: Benny Pinkas, Joseph Keshet, Carsten Baum, Chaya Ganesh, Yossi Adi, Shahar Segal

Publikováno v: Segal, S, Adi, Y, Pinkas, B, Baum, C, Ganesh, C & Keshet, J 2021, Fairness in the Eyes of the Data: Certifying Machine-Learning Models . in AIES 2021-Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society . Association for Computing Machinery, pp. 926-935, AAAI / ACM Conference on Artificial Intelligence, Ethics, and Society-AIES 2021, Virtual, 19/05/2021 . https://doi.org/10.1145/3461702.3462554
AIES

We present a framework that allows to certify the fairness degree of a model based on an interactive and privacy-preserving test. The framework verifies any trained model, regardless of its training process and architecture. Thus, it allows us to eva

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::c3e7ffe8e04b677372ed52f5aee49d23
https://pure.au.dk/portal/da/publications/fairness-in-the-eyes-of-the-data-certifying-machinelearning-models(9436f94f-72a9-4016-8caf-c1b47d0d14e0).html

Session details: Session 5B: Secure Messaging and Key Exchange

Autor: Benny Pinkas

Publikováno v: Proceedings of the 2020 ACM SIGSAC Conference on Computer and Communications Security.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::0ea6bb89a20d5b1711517529730d5b64
https://doi.org/10.1145/3432978

Flaw Label: Exploiting IPv6 Flow Label

Autor: Benny Pinkas, Amit Klein, Jonathan Berger

Publikováno v: IEEE Symposium on Security and Privacy

The IPv6 protocol was designed with security in mind. One of the changes that IPv6 has introduced over IPv4 is a new 20-bit flow label field in its protocol header.We show that remote servers can use the flow label field in order to assign a unique I

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::0d9ac524a06c08936e11cbe962731a26
https://doi.org/10.1109/sp40000.2020.00075