scholarly journals Limitations of the Lipschitz Constant as a Defense Against Adversarial Examples

Author(s):  
Todd Huster ◽  
Cho-Yu Jason Chiang ◽  
Ritu Chadha
2019 ◽  
Vol 485 (2) ◽  
pp. 142-144
Author(s):  
A. A. Zevin

Solutions x(t) of the Lipschitz equation x = f(x) with an arbitrary vector norm are considered. It is proved that the sharp lower bound for the distances between successive extremums of xk(t) equals π/L where L is the Lipschitz constant. For non-constant periodic solutions, the lower bound for the periods is 2π/L. These estimates are achieved for norms that are invariant with respect to permutation of the indices.


2021 ◽  
Author(s):  
Xiaorui Li ◽  
Weiyu Cui ◽  
Jiawei Huang ◽  
Wenyi Wang ◽  
Jianwen Chen

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