FOLIO Ontology

Evasion Attack

IRI:
https://folio.openlegalstandard.org/R8nzGmaooF9VdUO5jELI3Et
Preferred Label Adversarial Evasion
Alternative Labels
Deceptive Input Attack Evasion Misclassification Attack

Definition

An evasion attack is one of the most common attacks on machine learning models performed during production. It involves designing an input that appears normal to a human but is misclassified by ML models, affecting their behavior; a typical example includes altering pixels in an image to cause an image recognition system to fail in classification.

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