Erode Dataset Integrity
Description
Adversaries may poison or manipulate portions of a dataset to reduce its usefulness, reduce trust, and cause users to waste resources correcting errors.
- ATLAS ID
- AML.T0059
- Maturity
- DemonstratedShown to work in research or red-team exercises.
- Platforms
- Predictive AIGenerative AIAgentic AI
Mitigations
- AML.M0007Sanitize Training Data
Remediating poisoned data can re-establish dataset integrity.
- AML.M0025Maintain AI Dataset Provenance
Maintaining dataset provenance can help identify adverse changes to the data.