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- This is an adversarial example — an input crafted with a small, often imperceptible perturbation that causes a model to misclassify. FGSM (Fast Gradient Sign Method) and PGD (Projected Gradient Descent) are common adversarial attack algorithms used in robustness testing. A metamorphic relation here would have asserted the prediction stays 'cat' under such perturbation; this test failure demonstrates lack of robustness.