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cs.CR2024
Almost linear time differentially private release of synthetic graphs
Jingcheng Liu, Jalaj Upadhyay, Zongrui Zou
In this paper, we give an almost linear time and space algorithms to sample from an exponential mechanism with an -score function defined over an exponentially large non-co…
cs.CR2024★ 1 cited
Optimality of Matrix Mechanism on -metric
Jingcheng Liu, Jalaj Upadhyay, Zongrui Zou
In this paper, we introduce the -error metric (for ) when answering linear queries under the constraint of differential privacy. We characterize such an error u…