Security and governance

Adversarial training

stable definition

Definition

Training that includes adversarially constructed examples so a model learns to perform better against attacks within a defined threat model.

Distinguish it from nearby terms

Red teaming searches for failures and attacks. Adversarial training uses selected attacks during optimization to improve robustness, but does not provide universal protection outside the tested threat model.

Check your understanding

Always ask which perturbations, attacker capabilities, and performance tradeoffs the training actually covered.