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19k-19
Ev

Evasion

Severity7/10

Evasion Attacks

Subtle and adversarial modifications to inputs designed to deceive classifiers or detection systems, exploiting vulnerabilities in the model's representation.

Periodic recordSecurityarXiv2020

Deqiang Li, Qianmu Li

Mitigation Strategy

Implementation of Adversarial Training with adversarial examples, Robust Data Augmentation, and robustness certification techniques.

Atomic Number

19

Ev

Risk ID

k-19

Severity

7/10

Severity Level

19
Security
k-19
Ev

Evasion

Evasion Attacks

RiesgosIA.org
Security • #19

Evasion Attacks

Ev
Severity Level7/10

Definition

Subtle and adversarial modifications to inputs designed to deceive classifiers or detection systems, exploiting vulnerabilities in the model's representation.

Mitigation Strategy

Implementation of Adversarial Training with adversarial examples, Robust Data Augmentation, and robustness certification techniques.

Notes / Observations

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RiesgosIA.org • Periodic Table of AI RisksRiesgosIA.org