ML Attack Models: Adversarial Attacks and Data Poisoning Attacks

Understand

Many state-of-the-art ML models have outperformed humans in various tasks such as image classification.

• With such outstanding performance, ML models are widely used today.
• However, the existence of adversarial attacks and data poisoning attacks really questions the robustness of ML models.
• For instance, Engstrom et al.