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64gd-64
Me

Memory

Severity7/10

Memorization

Exact storage of training data in model weights, allowing extraction of sensitive information via specific queries.

Periodic recordPrivacyarXiv2025

Elena Sofia Ruzzetti, Giancarlo A. Xompero, Davide Venditti, Fabio Massimo Zanzotto

Mitigation Strategy

Exhaustive training data deduplication, application of Differential Privacy, memorization detection and mitigation, and DP-SGD techniques.

Atomic Number

64

Me

Risk ID

gd-64

Severity

7/10

Severity Level

64
Privacy
gd-64
Me

Memory

Memorization

RiesgosIA.org
Privacy • #64

Memorization

Me
Severity Level7/10

Definition

Exact storage of training data in model weights, allowing extraction of sensitive information via specific queries.

Mitigation Strategy

Exhaustive training data deduplication, application of Differential Privacy, memorization detection and mitigation, and DP-SGD techniques.

Notes / Observations

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