Robustness Certification for Structured Prediction with General Inputs via Safe Region Modeling in the Semimetric Output Space

Author:

Shao Huaqing1ORCID,Wang Lanjun2ORCID,Yan Junchi1ORCID

Affiliation:

1. Shanghai Jiao Tong University, Shanghai, China

2. Tianjin University, Tianjin, China

Funder

Science and Technology Commission of Shanghai Municipality

China Key Research and Development Program

NSFC

The foundation of Key Laboratory of Artificial Intelligence, Ministry of Education, P.R. China

Publisher

ACM

Reference57 articles.

1. Ryan Prescott Adams and Richard S Zemel . 2011. Ranking via sinkhorn propagation. arXiv preprint arXiv:1106.1925 ( 2011 ). Ryan Prescott Adams and Richard S Zemel. 2011. Ranking via sinkhorn propagation. arXiv preprint arXiv:1106.1925 (2011).

2. Motasem Alfarra , Adel Bibi , Philip Torr , and Bernard Ghanem . 2022 . Data Dependent Randomized Smoothing. In The 38th Conference on Uncertainty in Artificial Intelligence. Motasem Alfarra, Adel Bibi, Philip Torr, and Bernard Ghanem. 2022. Data Dependent Randomized Smoothing. In The 38th Conference on Uncertainty in Artificial Intelligence.

3. Cem Anil , James Lucas , and Roger Grosse . 2019 . Sorting out Lipschitz function approximation . In International Conference on Machine Learning. PMLR, 291--301 . Cem Anil, James Lucas, and Roger Grosse. 2019. Sorting out Lipschitz function approximation. In International Conference on Machine Learning. PMLR, 291--301.

4. Recent Advances in Adversarial Training for Adversarial Robustness

5. Gökhan BakIr , Thomas Hofmann , Alexander J Smola , Bernhard Schölkopf , and Ben Taskar . 2007. Predicting structured data . MIT press . Gökhan BakIr, Thomas Hofmann, Alexander J Smola, Bernhard Schölkopf, and Ben Taskar. 2007. Predicting structured data. MIT press.

Cited by 1 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. Certified Robustness on Visual Graph Matching via Searching Optimal Smoothing Range;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

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