Portfolio ↗

Adversarial Robustness

Perturbation attacks, adversarial training, certified defences, and the robustness-accuracy tradeoff.

5concepts
58flashcards
36minutes of reading
Start with Adversarial Examples and the Threat Model Drill the deck
All levels beginner intermediate advanced
  1. 01 Adversarial Examples and the Threat Model Why an imperceptible perturbation flips a confident classifier, what a norm ball is actually assuming, and why stating the threat model precisely is the first substantive step in any robustness claim. intermediate 7m 12 cards