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20192026
most citedMeasuring memorization in language models via probabilistic extraction

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cs.CR2025

A Unified Framework for Adversary-Aware Differential Privacy Bounds

Marika Swanberg, Meenatchi Sundaram Muthu Selva Annamalai, Jamie Hayes +2

Differential Privacy (DP) bounds the privacy leakage of a mechanism against worst-case membership inference, but the precise tradeoff between complex adversarial models and DP prot…