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Impact

The adversary is trying to manipulate, interrupt, or destroy your AI system.

7 Techniques
MITRE ATLAS Framework

Attack Techniques

Explore the specific techniques adversaries use during the impact phase of AI attacks.

1
AML.T0015

Data Manipulation

Adversaries may manipulate data to impact AI system integrity.

Examples:

  • •Corrupting training data
  • •Manipulating model outputs
  • •Poisoning AI systems

Mitigations:

  • ✓Data validation
  • ✓Model integrity checks
  • ✓Regular audits

References:

MITRE ATLAS AML.T0015
2
AML.T0029

Data Manipulation

Adversaries may manipulate data to impact AI system integrity.

Examples:

  • •Corrupting training data
  • •Manipulating model outputs
  • •Poisoning AI systems

Mitigations:

  • ✓Data validation
  • ✓Model integrity checks
  • ✓Regular audits

References:

MITRE ATLAS AML.T0029
3
AML.T0031

Data Manipulation

Adversaries may manipulate data to impact AI system integrity.

Examples:

  • •Corrupting training data
  • •Manipulating model outputs
  • •Poisoning AI systems

Mitigations:

  • ✓Data validation
  • ✓Model integrity checks
  • ✓Regular audits

References:

MITRE ATLAS AML.T0031
4
AML.T0034

Data Manipulation

Adversaries may manipulate data to impact AI system integrity.

Examples:

  • •Corrupting training data
  • •Manipulating model outputs
  • •Poisoning AI systems

Mitigations:

  • ✓Data validation
  • ✓Model integrity checks
  • ✓Regular audits

References:

MITRE ATLAS AML.T0034
5
AML.T0046

Data Manipulation

Adversaries may manipulate data to impact AI system integrity.

Examples:

  • •Corrupting training data
  • •Manipulating model outputs
  • •Poisoning AI systems

Mitigations:

  • ✓Data validation
  • ✓Model integrity checks
  • ✓Regular audits

References:

MITRE ATLAS AML.T0046
6
AML.T0048

Data Manipulation

Adversaries may manipulate data to impact AI system integrity.

Examples:

  • •Corrupting training data
  • •Manipulating model outputs
  • •Poisoning AI systems

Mitigations:

  • ✓Data validation
  • ✓Model integrity checks
  • ✓Regular audits

References:

MITRE ATLAS AML.T0048
7
AML.T0059

Data Manipulation

Adversaries may manipulate data to impact AI system integrity.

Examples:

  • •Corrupting training data
  • •Manipulating model outputs
  • •Poisoning AI systems

Mitigations:

  • ✓Data validation
  • ✓Model integrity checks
  • ✓Regular audits

References:

MITRE ATLAS AML.T0059
← ExfiltrationATLAS Matrix