PromptRiskDBThreat intelligence atlas
AI Risk

Adversarial attack

"Recent advances have shown that a deep learning model with high predictive accuracy frequently misbehaves on adversarial examples [57,58]. In particular, a small perturbation to an input image, which is imperceptible to humans, could fool a well-trained deep learning model into making completely different predictions [23]."

AI Risk2. Privacy & Security2.2 > AI system security vulnerabilities and attacks3 - Other

Record summary

A quick snapshot of what this page covers.

Techniques2Attack methods connected to this risk.
Mitigations4Defenses that may help with related attacks.
Domain2. Privacy & SecurityThe broad risk area this belongs to.

Risk profile

How this risk is described and categorized.

Domain2. Privacy & Security
Subdomain2.2 > AI system security vulnerabilities and attacks
Entity1 - Human
Intent1 - Intentional
Timing3 - Other
CategoryData-level risk
SubcategoryAdversarial attack

Suggested mitigations

Defenses that may help with related attacks.

Source

Research source for this risk, when available.