Record summary
A quick snapshot of what this page covers.
Techniques14Attack methods connected to this risk.
Mitigations25Defenses 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
Entity2 - AI
Intent3 - Other
Timing2 - Post-deployment
CategoryImpacts of AI (Privacy)
SubcategoryDecision-making on inferred private data
Suggested mitigations
Defenses that may help with related attacks.
Validate AI Model
ML Model EvaluationMonitoring and Maintenance
Generative AI Guardrails
ML Model EngineeringML Model Evaluation+1 more
Generative AI Guidelines
ML Model EngineeringML Model Evaluation+1 more
Generative AI Model Alignment
ML Model EngineeringML Model Evaluation+1 more
Restrict Number of AI Model Queries
Business and Data UnderstandingDeployment+1 more
Control Access to AI Models and Data in Production
DeploymentMonitoring and Maintenance
AI Telemetry Logging
DeploymentMonitoring and Maintenance
User Training
Business and Data UnderstandingData Preparation+4 more
Deepfake Detection
DeploymentMonitoring and Maintenance+2 more
Control Access to AI Models and Data at Rest
Business and Data UnderstandingData Preparation+2 more
Encrypt Sensitive Information
Data PreparationML Model Engineering+1 more
Passive AI Output Obfuscation
DeploymentML Model Evaluation
Privileged AI Agent Permissions Configuration
Deployment
Single-User AI Agent Permissions Configuration
Deployment
AI Agent Tools Permissions Configuration
Deployment
Human In-the-Loop for AI Agent Actions
Deployment
Restrict AI Agent Tool Invocation on Untrusted Data
Deployment
Segmentation of AI Agent Components
DeploymentBusiness and Data Understanding
Input and Output Validation for AI Agent Components
Business and Data UnderstandingData Preparation+1 more
Restrict Library Loading
Deployment
Code Signing
Deployment
Vulnerability Scanning
ML Model EngineeringData Preparation
AI Bill of Materials
Business and Data UnderstandingData Preparation+1 more
Verify AI Artifacts
Business and Data UnderstandingData Preparation+1 more
Limit Public Release of Information
Business and Data Understanding
Source
Research source for this risk, when available.
Included resource
Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems
Original source
MIT AI Risk Repository
Open the public repository used for AI risk records and taxonomy fields.