Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity

Author:

Hamman Faisal1ORCID,Chen Jiahao2ORCID,Dutta Sanghamitra1ORCID

Affiliation:

1. Department of Electrical and Computer Engineering, University of Maryland, College Park, USA

2. Responsible AI LLC, USA

Publisher

ACM

Reference73 articles.

1. Daniel Alabi . 2019. The cost of a reductions approach to private fair optimization. arXiv preprint arXiv:1906.09613 ( 2019 ). Daniel Alabi. 2019. The cost of a reductions approach to private fair optimization. arXiv preprint arXiv:1906.09613 (2019).

2. Beyond ADULT and COMPAS: Fair multi-class prediction via information projection;Alghamdi Wael;Advances in Neural Information Processing Systems,2022

3. Richard Baraniuk , Mark Davenport , Ronald DeVore , and Michael Wakin . 2008. A simple proof of the restricted isometry property for random matrices. Constructive approximation 28 ( 2008 ), 253–263. Richard Baraniuk, Mark Davenport, Ronald DeVore, and Michael Wakin. 2008. A simple proof of the restricted isometry property for random matrices. Constructive approximation 28 (2008), 253–263.

4. Big Data’s Disparate Impact;Barocas Solon;California Law Review,2016

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. The unfair side of Privacy Enhancing Technologies: addressing the trade-offs between PETs and fairness;The 2024 ACM Conference on Fairness, Accountability, and Transparency;2024-06-03

2. Probabilistic Dataset Reconstruction from Interpretable Models;2024 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML);2024-04-09

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3