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65tb-65
Mb

Member

Severity6/10

Membership Inference

Attacks that determine if a specific record was part of the model's training set, violating privacy expectations.

Periodic recordPrivacyarXiv2023

Tobias Leemann, Martin Pawelczyk, Gjergji Kasneci

Mitigation Strategy

Implementation of Differential Privacy during training, limiting confidence of outputs, and anti-overfitting regularization techniques.

Atomic Number

65

Mb

Risk ID

tb-65

Severity

6/10

Severity Level

65
Privacy
tb-65
Mb

Member

Membership Inference

RiesgosIA.org
Privacy • #65

Membership Inference

Mb
Severity Level6/10

Definition

Attacks that determine if a specific record was part of the model's training set, violating privacy expectations.

Mitigation Strategy

Implementation of Differential Privacy during training, limiting confidence of outputs, and anti-overfitting regularization techniques.

Notes / Observations

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