Passive ML Output Obfuscation (6b53cb14-eade-4760-8dae-75164e62cb7e)

Decreasing the fidelity of model outputs provided to the end user can reduce an adversaries ability to extract information about the model and optimize attacks for the model.

Cluster A	Galaxy A	Cluster B	Galaxy B	Level
Infer Training Data Membership (83c5ba15-5312-4c7d-bbb4-f9c4f2c6ffca)	MITRE ATLAS Attack Pattern	Passive ML Output Obfuscation (6b53cb14-eade-4760-8dae-75164e62cb7e)	MITRE ATLAS Course of Action	1
Invert ML Model (569d6edd-0140-4ab2-97b1-3635d62f40cc)	MITRE ATLAS Attack Pattern	Passive ML Output Obfuscation (6b53cb14-eade-4760-8dae-75164e62cb7e)	MITRE ATLAS Course of Action	1
Passive ML Output Obfuscation (6b53cb14-eade-4760-8dae-75164e62cb7e)	MITRE ATLAS Course of Action	Extract ML Model (b5d1fd4f-861f-43e0-b1ca-ee8a3b47f7e1)	MITRE ATLAS Attack Pattern	1
Passive ML Output Obfuscation (6b53cb14-eade-4760-8dae-75164e62cb7e)	MITRE ATLAS Course of Action	Black-Box Optimization (79cdc11c-2ca9-4a6a-96a0-18bd84943086)	MITRE ATLAS Attack Pattern	1
Discover ML Model Ontology (65c5e3b8-9296-46a2-ae7d-1b68a79cbe54)	MITRE ATLAS Attack Pattern	Passive ML Output Obfuscation (6b53cb14-eade-4760-8dae-75164e62cb7e)	MITRE ATLAS Course of Action	1
Passive ML Output Obfuscation (6b53cb14-eade-4760-8dae-75164e62cb7e)	MITRE ATLAS Course of Action	Discover ML Model Family (8a115a02-2b88-4a3e-9212-a39dc086320b)	MITRE ATLAS Attack Pattern	1
Infer Training Data Membership (83c5ba15-5312-4c7d-bbb4-f9c4f2c6ffca)	MITRE ATLAS Attack Pattern	Exfiltration via ML Inference API (3b829988-8bdb-4c4e-a4dd-500a3d3fd3e4)	MITRE ATLAS Attack Pattern	2
Invert ML Model (569d6edd-0140-4ab2-97b1-3635d62f40cc)	MITRE ATLAS Attack Pattern	Exfiltration via ML Inference API (3b829988-8bdb-4c4e-a4dd-500a3d3fd3e4)	MITRE ATLAS Attack Pattern	2
Exfiltration via ML Inference API (3b829988-8bdb-4c4e-a4dd-500a3d3fd3e4)	MITRE ATLAS Attack Pattern	Extract ML Model (b5d1fd4f-861f-43e0-b1ca-ee8a3b47f7e1)	MITRE ATLAS Attack Pattern	2
Craft Adversarial Data (8f7394cf-d0e4-4187-85c7-d278f77a9a09)	MITRE ATLAS Attack Pattern	Black-Box Optimization (79cdc11c-2ca9-4a6a-96a0-18bd84943086)	MITRE ATLAS Attack Pattern	2