Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense

被引:0
|
作者
Le, Binh M. [1 ]
Tariq, Shahroz [2 ]
Woo, Simon S. [1 ]
机构
[1] College of Computing and Informatics, Sungkyunkwan University, Korea, Republic of
[2] Data61 CSIRO, Sydney, Australia
来源
arXiv | 2023年
关键词
Compilation and indexing terms; Copyright 2024 Elsevier Inc;
D O I
暂无
中图分类号
学科分类号
摘要
Network security - Statistical mechanics
引用
收藏
相关论文
共 50 条
  • [1] Optimal Transport as a Defense Against Adversarial Attacks
    Bouniot, Quentin
    Audigier, Romaric
    Loesch, Angelique
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 5044 - 5051
  • [2] REGULARIZATION IN OPTIMAL TRAJECTORY PROBLEMS
    CZUCHRY, AJ
    PITKIN, ET
    AIAA JOURNAL, 1968, 6 (06) : 1209 - &
  • [3] Jacobian norm with Selective Input Gradient Regularization for interpretable adversarial defense
    Liu, Deyin
    Wu, Lin Yuanbo
    Li, Bo
    Boussaid, Farid
    Bennamoun, Mohammed
    Xie, Xianghua
    Liang, Chengwu
    PATTERN RECOGNITION, 2024, 145
  • [4] CONTRIBUTION TO REGULARIZATION IN OPTIMAL TRAJECTORY PROBLEMS
    SCHWENZF.KJ
    AIAA JOURNAL, 1974, 12 (06) : 850 - 856
  • [5] Adversarial Risk via Optimal Transport and Optimal Couplings
    Pydi, Muni Sreenivas
    Jog, Varun
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2021, 67 (09) : 6031 - 6052
  • [6] Pareto-Optimal Adversarial Defense of Enterprise Systems
    Serra, Edoardo
    Jajodia, Sushil
    Pugliese, Andrea
    Rullo, Antonino
    Subrahmanian, V. S.
    ACM TRANSACTIONS ON INFORMATION AND SYSTEM SECURITY, 2015, 17 (03)
  • [7] Entropic regularization of continuous optimal transport problems
    Clason, Christian
    Lorenz, Dirk A.
    Mahler, Hinrich
    Wirth, Benedikt
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2021, 494 (01)
  • [8] Optimal trajectory planning for mobile robots using Jacobian elliptic functions
    Mukherjee, R
    Emond, BR
    Junkins, JL
    INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 1997, 16 (06): : 826 - 839
  • [9] Unbalanced Optimal Transport Regularization for Imaging Problems
    Lee, John
    Bertrand, Nicholas P.
    Rozell, Christopher J.
    IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2020, 6 : 1219 - 1232
  • [10] Transfer-Learning-Enhanced Regression Generative Adversarial Networks for Optimal eVTOL Takeoff Trajectory Prediction
    Yeh, Shuan-Tai
    Du, Xiaosong
    ELECTRONICS, 2024, 13 (10)