Adversarial Example

An adversarial example is an input deliberately altered, often imperceptibly, to make an AI model give a wrong output.

What is Adversarial Example?

A few changed pixels or a sticker on a road sign can cause a vision model to misclassify, which matters for autonomous vehicles and security systems.

How it works

Attackers use the model's gradients or repeated queries to find minimal changes that flip its prediction.

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