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Budget Recycling Differential Privacy
March 19, 2024, 4:11 a.m. | Bo Jiang, Jian Du, Sagar Shamar, Qiang Yan
cs.CR updates on arXiv.org arxiv.org
Abstract: Differential Privacy (DP) mechanisms usually {force} reduction in data utility by producing ``out-of-bound'' noisy results for a tight privacy budget. We introduce the Budget Recycling Differential Privacy (BR-DP) framework, designed to provide soft-bounded noisy outputs for a broad range of existing DP mechanisms. By ``soft-bounded," we refer to the mechanism's ability to release most outputs within a predefined error boundary, thereby improving utility and maintaining privacy simultaneously. The core of BR-DP consists of two components: …
arxiv budget cs.cr cs.ds data differential privacy eess.sp framework mechanism noisy privacy producing recycling results the mechanism utility
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