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Use Ensemble Methods (de7a696b-f688-454c-bf61-476a68b50e9f)

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
Use Ensemble Methods (de7a696b-f688-454c-bf61-476a68b50e9f) MITRE ATLAS Course of Action ML Software (4627c4e6-fb06-4bfa-add5-dc46e0043aff) MITRE ATLAS Attack Pattern 1
Model (2792e1f0-3132-4876-878d-a900b8a40e7d) MITRE ATLAS Attack Pattern Use Ensemble Methods (de7a696b-f688-454c-bf61-476a68b50e9f) MITRE ATLAS Course of Action 1
Erode ML Model Integrity (8bcf7648-2683-421d-b623-bc539de59cb3) MITRE ATLAS Attack Pattern Use Ensemble Methods (de7a696b-f688-454c-bf61-476a68b50e9f) MITRE ATLAS Course of Action 1
Use Ensemble Methods (de7a696b-f688-454c-bf61-476a68b50e9f) MITRE ATLAS Course of Action Discover ML Model Family (8a115a02-2b88-4a3e-9212-a39dc086320b) MITRE ATLAS Attack Pattern 1
Use Ensemble Methods (de7a696b-f688-454c-bf61-476a68b50e9f) MITRE ATLAS Course of Action Evade ML Model (bb747632-d988-45ff-9cb3-97d827b4d9db) MITRE ATLAS Attack Pattern 1
ML Software (4627c4e6-fb06-4bfa-add5-dc46e0043aff) MITRE ATLAS Attack Pattern ML Supply Chain Compromise (b6697dbf-3e3f-41ce-a212-361d1c0ca0e9) MITRE ATLAS Attack Pattern 2
Model (2792e1f0-3132-4876-878d-a900b8a40e7d) MITRE ATLAS Attack Pattern ML Supply Chain Compromise (b6697dbf-3e3f-41ce-a212-361d1c0ca0e9) MITRE ATLAS Attack Pattern 2