AML.T0024.000
Infer Training Data Membership

MITRE source definition

Adversaries may infer the membership of a data sample or global characteristics of the data in its training set, which raises privacy concerns. Some strategies make use of a shadow model that could be obtained via [Train Proxy via Replication](/techniques/AML.T0005.001), others use statistics of model prediction scores.

This can cause the victim model to leak private information, such as PII of those in the training set or other forms of protected IP.

Source modified 2026-05-27. Reproduced from the pinned ATLAS release; inline technique links resolve to local reference pages.

Parent, sub-techniques and ATT&CK references

• AML.T0024 Exfiltration via AI Inference API — parent

Source-backed defensive context

MITRE mitigations

• AML.M0002 Predictive AI Output Obfuscation
• AML.M0004 Limit AI Service Query Volume and Rate
• AML.M0024 AI Telemetry Logging
• AML.M0035 AI Red Team

MITRE case studies

No explicit relationship in this pinned source.

These are explicit source relationships, not independently reproduced incidents or validated detection coverage.

Simulation and telemetry boundary

This is a technique reference page, not a runnable simulation. No ATLAS-specific telemetry mapping, local attack execution or detector validation is asserted. MITRE maturity describes its source evidence, not a 1200km lab result.

For broader context—not technique-specific control mappings—see AI Security, AI Security Course, and detection-validation methodology.

Provenance and attribution

Immutable MITRE ATLAS source · Import provenance · Attribution and transformation notice · Apache License 2.0

Copyright 2021-2026 MITRE. Source text and explicit relationships are retained; navigation, formatting and local links are provided by 1200km.

No explicit relationship in this pinned source.