Membership Inference Attack

From Cognitive Attack Taxonomy
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Membership Inference Attack

Short Description: An attacker is able to determine if a record was included in the model’s training.

CAT ID: CAT-2023-013

Layer: 7

Operational Scale: Operational

Level of Maturity: Proof of Concept

Category: Exploit

Subcategory:

Also Known As:

Description:

Brief Description:

Closely Related Concepts:

Mechanism:

Multipliers:

Detailed Description: An attacker is able to determine if a record was included in the model’s training dataset. Model over fitting may increase vulnerability to this type of attack.

INTERACTIONS [VETs]:

Examples:

Use Case Example(s):

Example(s) From The Wild:

Comments:

References: