AML.T0016.000
Adversarial AI Attack Implementations

MITRE source definition

Adversaries may search for existing open source implementations of AI attacks. The research community often publishes their code for reproducibility and to further future research. Libraries intended for research purposes, such as CleverHans, the Adversarial Robustness Toolbox, and FoolBox, can be weaponized by an adversary. Adversaries may also obtain and use tools that were not originally designed for adversarial AI attacks as part of their attack.

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.T0016 Obtain Capabilities — parent

Source-backed defensive context

MITRE mitigations

No explicit relationship in this pinned source.

MITRE case studies

• AML.CS0002 VirusTotal Poisoning · Incident
• AML.CS0004 Camera Hijack Attack on Facial Recognition System · Incident
• AML.CS0027 Organization Confusion on Hugging Face · Exercise

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.