Assignment 5 – Adversarial Attacks & Detection (Q2)

Overview

• ResNet-18 trained from scratch on CIFAR-10 (≥ 72% clean accuracy).
• FGSM attack implemented from scratch and via IBM ART.
• ResNet-34 binary detectors trained on PGD and BIM adversarial examples.

Checkpoints

Results