DARR
MR-017 Data, privacy & content liability System scope

Privacy-invasive inference and re-identification

The system infers sensitive attributes about, or re-identifies, individuals beyond what was explicitly provided.

Risk family
Data, privacy & content liability
MIT domain
2. Privacy & Security
MIT subdomain
2.1 > Compromise of privacy by leaking or correctly inferring sensitive information
AI type
GPAI, Classical_ML
Scope
System
Source standard
MIT AI Risk Repository v4

Provenance

Source standard
MIT AI Risk Repository v4
Source frameworks
Bengio2025, DSIT2023, Gabriel2024, IBM2025, Li2025, Weidinger2023
ISO/IEC references
23894 obj A.8; src 6; mech B.5 | 42001 ctrl A.5.4, A.7.5

Framework crosswalk

Every framework item mapped to this risk. Items marked partial overlap only in part; definitions appear on hover where the source licence permits.

Sourcesframeworks that contributed to the register
ISO 238941
  • A.8 ISO/IEC 23894 Annex A A.8
ISO 420012
  • A.5.4 ISO/IEC 42001 Annex A A.5.4
  • A.7.5 ISO/IEC 42001 Annex A A.7.5
Cross-checksframeworks mapped in to test coverage
IBM3
  • ibm-attribute-inference-attack Attribute inference attack
  • ibm-membership-inference-attack Membership inference attack
  • ibm-reidentification Reidentification
Cisco2
  • AISubtech-10.2.1 Model Inversion
  • AISubtech-8.1.1 Presence Detection
NIST AML4
  • NISTAML.03 Privacy Compromises
  • NISTAML.032 Reconstruction partial
  • NISTAML.033 Membership Inference
  • NISTAML.034 Property Inference
NIST GenAI1
  • GENAI.4 Data Privacy

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Part of the Deployer AI Risk Register, an open-source resource developed by MindXO. Version 1.0, 3 July 2026. Derived from the MIT AI Risk Repository (V4, December 2025) under CC BY 4.0; an independent derivative work, not endorsed by or affiliated with MIT. Sub-risk decomposition references MITRE ATLAS™ v5.6.0 (© 2021-2026 The MITRE Corporation, reproduced and distributed with permission). ISO/IEC and EU AI Act references are by number only. License: CC BY 4.0. Full attribution and licensing.