Model Inversion Attack

Model Inversion Attack

Short Description: Attacker uses model responses to recontruct training dataset.

CAT ID: CAT-2023-014

Layer: 7

Operational Scale: Operational

Level of Maturity: Proof of Concept

Category: Exploit

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Detailed Description: Model Inversion Attacks utilize a model’s outputs as a means to reconstruct original training data sets or samples, potentially revealing sensitive information. A Model Inversion Attack requires awareness of model structure and outputs which the attacker uses to associate inputs and outputs. Through an iterative process, the attacker cumulatively reconstructs original input data. These attacks have the potential to reveal to sensitive training data.

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