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Pramod Dhungana

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Preprint Aug 2026

ProxyGuard: Direct Reliability Inference for Randomized Data Release Mechanisms with Shared Targets

It is shown that the mean-only penalty is sharp and derive a smooth-score certificate with additive target concentration, and direct shared-target mode evaluates independent mechanism draws on a common target, lower-bounds their favorable-score rate, and subtracts a bound on favorable scores contributed by invalid rele...

Dipesh Mahato, Pramod Dhungana · 0 citations

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