Revisiting PGD Attacks for Stability Analysis of High-Dimensional Nonlinear Systems and Perception-Based Control

Author:

Havens Aaron1ORCID,Kevian Darioush2,Seiler Peter3ORCID,Dullerud Geir2ORCID,Hu Bin1ORCID

Affiliation:

1. Coordinated Science Laboratory and the Department of Electrical and Computer Engineering, University of Illinois at Urbana–Champaign, Champaign, IL, USA

2. Coordinated Science Laboratory and the Department of Mechanical Science and Engineering, University of Illinois at Urbana, Champaign, IL, USA

3. Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI, USA

Funder

NSF Award CAREER

2020 Amazon Research Award

NSF

U.S. Office of Naval Research

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Control and Optimization,Control and Systems Engineering

Reference36 articles.

1. On the stability and convergence of robust adversarial reinforcement learning: A case study on linear quadratic systems;zhang;Proc Adv Neural Inf Process Syst,2020

2. H? model-free reinforcement learning with robust stability guarantee;han;arXiv 1911 02875,2019

3. Policy optimization for H2 linear control with H? robustness guarantee: Implicit Regularization and global convergence;zhang;Proc Learn Dyn Control,2020

4. Soft actor–critic algorithms and applications;haarnoja;arXiv 1812 05905,2018

5. Model-free ? synthesis via adversarial reinforcement learning;keivan;arXiv 2111 15537,2021

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. Building a Robust and Efficient Defensive System Using Hybrid Adversarial Attack;IEEE Transactions on Artificial Intelligence;2024-09

2. Performance-Robustness Tradeoffs in Adversarially Robust Linear-Quadratic Control;2022 IEEE 61st Conference on Decision and Control (CDC);2022-12-06

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