Constrained Learning With Non-Convex Losses

Author:

Chamon Luiz F. O.1ORCID,Paternain Santiago2ORCID,Calvo-Fullana Miguel3ORCID,Ribeiro Alejandro4ORCID

Affiliation:

1. Simons Institute for the Theory of Computing, University of California at Berkeley, Berkeley, CA, USA

2. Department of Electrical, Computer and Systems Engineering, Rensselaer Polytechnic Institute, Troy, NY, USA

3. Department of Aeronautics and Astronautics, Massachusetts Institute of Technology, Cambridge, MA, USA

4. Department of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, PA, USA

Funder

NSF-Simons MoDL

NSF HDR TRIPODS

ARL DCIST

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Library and Information Sciences,Computer Science Applications,Information Systems

Reference85 articles.

1. Fairness constraints: A flexible approach for fair classification;zafar;J Mach Learn Res,2019

2. Perturbation Analysis of Optimization Problems

3. Preventing fairness gerrymandering: Auditing and learning for subgroup fairness;kearns;Proc 35th Int Conf Mach Learn,2018

4. Rademacher and Gaussian complexities: Risk bounds and structural results;bartlett;J Mach Learn Res,2002

5. Towards deep learning models resistant to adversarial attacks;ma?dry;Proc Int Conf Learn Represent,2018

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. Estimating and Implementing Conventional Fairness Metrics With Probabilistic Protected Features;2024 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML);2024-04-09

2. Strong Duality Relations in Nonconvex Risk-Constrained Learning;2024 58th Annual Conference on Information Sciences and Systems (CISS);2024-03-13

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