Beyond the Algorithm by Omar Santos;Petar Radanliev;

Author:Omar Santos;Petar Radanliev;
Language: eng
Format: epub
Publisher: Pearson Education (US)
Published: 2024-02-15T00:00:00+00:00

Threat actors may obtain full white-box access to a machine learning model, giving them a complete understanding of the model’s architecture, its parameters, and class ontology. They might steal the model to craft adversarial data and verify the attack in an offline setting where their activities are challenging to detect.

Table 5-2 summarizes the model access techniques.

Table 5-2 Model Access Attack Techniques

Type of Model Access Techniques

Techniques Used

Inference API Access

Discover ML model ontology, discover ML model family, verify attack, craft adversarial data, evade ML model, erode ML model integrity

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