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Use Ensemble Methods (dcb586a2-1135-4e2a-97bd-d4adbc79758b)

Use an ensemble of models for inference to increase robustness to adversarial inputs. Some attacks may effectively evade one model or model family but be ineffective against others.

Cluster A Galaxy A Cluster B Galaxy B Level
Model (452b8fdf-8679-4013-bb38-4d16f65430bc) MITRE ATLAS Attack Pattern Use Ensemble Methods (dcb586a2-1135-4e2a-97bd-d4adbc79758b) MITRE ATLAS Course of Action 1
Erode ML Model Integrity (8735735d-c09d-4298-8e64-9a2b6168a74c) MITRE ATLAS Attack Pattern Use Ensemble Methods (dcb586a2-1135-4e2a-97bd-d4adbc79758b) MITRE ATLAS Course of Action 1
Discover ML Model Family (c552f0b5-2e2c-4f8f-badc-0876ecca7255) MITRE ATLAS Attack Pattern Use Ensemble Methods (dcb586a2-1135-4e2a-97bd-d4adbc79758b) MITRE ATLAS Course of Action 1
Use Ensemble Methods (dcb586a2-1135-4e2a-97bd-d4adbc79758b) MITRE ATLAS Course of Action Evade ML Model (071df654-813a-4708-85dc-f715f785d37f) MITRE ATLAS Attack Pattern 1
Use Ensemble Methods (dcb586a2-1135-4e2a-97bd-d4adbc79758b) MITRE ATLAS Course of Action ML Software (d8292a1c-21e7-4b45-b110-0e05feb30a9a) MITRE ATLAS Attack Pattern 1
Model (452b8fdf-8679-4013-bb38-4d16f65430bc) MITRE ATLAS Attack Pattern ML Supply Chain Compromise (d2cf31e0-a550-4fe0-8fdb-8941b3ac00d9) MITRE ATLAS Attack Pattern 2
ML Software (d8292a1c-21e7-4b45-b110-0e05feb30a9a) MITRE ATLAS Attack Pattern ML Supply Chain Compromise (d2cf31e0-a550-4fe0-8fdb-8941b3ac00d9) MITRE ATLAS Attack Pattern 2