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2025 1

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A Unified Framework for Adversary-Aware Differential Privacy Bounds

cs.CR · 2025-07-10 · conditional · novelty 6.0

A single family of DP bounds covers membership inference, attribute inference, and reconstruction for multiple targets, non-uniform priors, and approximate success metrics, depending only on epsilon and the attacker's prior success rate.

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  • A Unified Framework for Adversary-Aware Differential Privacy Bounds cs.CR · 2025-07-10 · conditional · none · ref 1

    A single family of DP bounds covers membership inference, attribute inference, and reconstruction for multiple targets, non-uniform priors, and approximate success metrics, depending only on epsilon and the attacker's prior success rate.