Bottlenecks CLUB: Unifying Information-Theoretic Trade-Offs Among Complexity, Leakage, and Utility

Author:

Razeghi Behrooz1ORCID,Calmon Flavio P.2ORCID,Gunduz Deniz3ORCID,Voloshynovskiy Slava1ORCID

Affiliation:

1. Department of Computer Science, University of Geneva, Geneva, Switzerland

2. School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA

3. Department of Electrical and Electronic Engineering, Imperial College London, London, U.K

Funder

Swiss NSF

U.S. NSF

U.K. Engineering and Physical Sciences Research Council

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Networks and Communications,Safety, Risk, Reliability and Quality

Reference75 articles.

1. Wasserstein auto-encoders;tolstikhin;Proc ICLR,2018

2. The Deterministic Information Bottleneck

3. Wasserstein generative adversarial networks;arjovsky;Proc ICML,2017

4. The Role of the Information Bottleneck in Representation Learning

5. Autoencoding beyond pixels using a learned similarity metric;larsen;Proc ICML,2016

Cited by 6 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. Deep Variational Privacy Funnel: General Modeling with Applications in Face Recognition;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

2. PRIMIS: Privacy-preserving medical image sharing via deep sparsifying transform learning with obfuscation;Journal of Biomedical Informatics;2024-02

3. Reversing Deep Face Embeddings with Probable Privacy Protection;2023 IEEE International Workshop on Information Forensics and Security (WIFS);2023-12-04

4. TURBO: The Swiss Knife of Auto-Encoders;Entropy;2023-10-21

5. Multi-institutional PET/CT image segmentation using federated deep transformer learning;Computer Methods and Programs in Biomedicine;2023-10

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