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66dy-66
Iv

Inver.

Severity6/10

Model Inversion

Techniques that reconstruct sensitive training data (e.g., faces, medical records) from model parameters or outputs.

Periodic recordPrivacyarXiv2021

Xin Dong, Hongxu Yin, Jose M. Alvarez, Jan Kautz, Pavlo Molchanov, H. T. Kung

Mitigation Strategy

Limitation of model output precision, application of Differential Privacy, prediction aggregation, and gradient access restriction.

Atomic Number

66

Iv

Risk ID

dy-66

Severity

6/10

Severity Level

66
Privacy
dy-66
Iv

Inver.

Model Inversion

RiesgosIA.org
Privacy • #66

Model Inversion

Iv
Severity Level6/10

Definition

Techniques that reconstruct sensitive training data (e.g., faces, medical records) from model parameters or outputs.

Mitigation Strategy

Limitation of model output precision, application of Differential Privacy, prediction aggregation, and gradient access restriction.

Notes / Observations

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