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AI Risk

Risks from data (Risks of illegal collection and use of data)

"The collection of AI training data and the interaction with users during service provision pose security risks, including collecting data without consent and improper use of data and personal information."

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AI Risk2. Privacy & Security2.1 > Compromise of privacy by leaking or correctly inferring sensitive information3 - Other

Record summary

A quick snapshot of what this page covers.

Techniques4Attack methods connected to this risk.
Mitigations10Defenses 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
Subdomain2.1 > Compromise of privacy by leaking or correctly inferring sensitive information
Entity1 - Human
Intent3 - Other
Timing3 - Other
CategoryAI's inherent safety risks
SubcategoryRisks from data (Risks of illegal collection and use of data)

Related techniques

Attack methods connected to this risk.

Suggested mitigations

Defenses that may help with related attacks.

Code Signing

Deployment
LifecycleDeploymentCategoryTechnical - Cyber

Verify AI Artifacts

Business and Data UnderstandingData Preparation+1 more
LifecycleBusiness and Data Understanding + 2 moreCategoryTechnical - Cyber

Vulnerability Scanning

ML Model EngineeringData Preparation
LifecycleML Model Engineering + 1 moreCategoryTechnical - Cyber

User Training

Business and Data UnderstandingData Preparation+4 more
LifecycleBusiness and Data Understanding + 5 moreCategoryPolicy

AI Bill of Materials

Business and Data UnderstandingData Preparation+1 more
LifecycleBusiness and Data Understanding + 2 moreCategoryPolicy

Source

Research source for this risk, when available.