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AML.T0048: Backdoor ML Model

Train or fine-tune a backdoored model that activates on a hidden trigger.

Last reviewed July 2026

The gap AML.T0048 closes

In MITRE ATLAS, Backdoor ML Model addresses persistence. Train or fine-tune a backdoored model that activates on a hidden trigger. Penaxtra records this control at critical severity and establishes its state by exercising it against the running system, so the result reflects observed behavior rather than a documented assertion.

How Penaxtra delivers AML.T0048

Penaxtra maps its probe families to this ATLAS technique, so activity matching backdoor ml model surfaces as a finding carrying the AML.T0048 technique identifier for threat tracking and reporting. The MITRE ATLAS AML.T0048 identifier is attached when the finding is created, so it appears in the exported evidence pack already mapped to the control. Where the same weakness maps to another framework, the finding carries those control identifiers as well.

AML.T0048 capabilities

Probe and check coverage aligned to AML

T0048 (Backdoor ML Model).

Findings tagged with the MITRE ATLAS AML

T0048 identifier.

Penaxtra severity for this control (critical)

Cross-framework identifiers attached to the same finding where controls overlap

PDF and JSON evidence export with the control identifier attached

AML.T0048 compliance mapping

Findings for AML.T0048 carry the MITRE ATLAS AML.T0048 identifier along with the corresponding control identifiers in the other frameworks Penaxtra maps, so one result is reflected across each mapped framework.

Frequently asked

What is AML.T0048 (Backdoor ML Model)?

Train or fine-tune a backdoored model that activates on a hidden trigger. It is a MITRE ATLAS control; Penaxtra assesses it at critical severity.

How does Penaxtra test for AML.T0048?

Penaxtra maps its probe families to this ATLAS technique, so activity matching backdoor ml model surfaces as a finding carrying the AML.T0048 technique identifier for threat tracking and reporting.

Does a finding for AML.T0048 help with an audit?

Each finding is tagged with the MITRE ATLAS AML.T0048 identifier and exported in the PDF and JSON evidence pack, so it appears on the auditor control list with the identifier already attached.