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Overview

This tutorial is designed to serve as a quick introduction to performing adaptive attacks in ARMORY. As a result, we will present simple examples to demonstrate each concept, focusing on how an attack would be implemented in ARMORY, rather than focusing on attack strength or sophistication.

For a more comprehensive introduction to adaptive attack techniques, we recommend On Adaptive Attacks to Adversarial Example Defenses.

Tutorials

  1. Developing a Custom Attack
  2. Patch a Gradient Function
  3. Develop a Proxy Model