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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.

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