MITRE ATLAS Mapped 2026 Top AI Dataset Integrity Detection – Publish Poisoned Datasets (AML.T0019)

Detects the download of a dataset from an unapproved source that lacks hash verification, followed shortly by the launch of a model training process on the same host. This behavior is indicative of potential supply chain compromise or poisoning of the training data used in machine learning workflows.