conftrace_

gaussian mechanism

35 papers

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GM

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differential privacy (29) privacy accounting (5) laplace mechanism (4) privacy-utility trade-off (3) exponential mechanism (3) log-concave distribution (2) random matrix (2) local differential privacy (2) privacy parameter (2) privacy mechanism (2)

Papers

Non-Euclidean Differentially Private Stochastic Convex Optimization COLT 2021 Tight Differential Privacy for Discrete-Valued Mechanisms and for the Subsampled Gaussian Mechanism Using FFT AISTATS 2021 Computing Tight Differential Privacy Guarantees Using FFT AISTATS 2020 Improving Sparse Vector Technique with Renyi Differential Privacy NeurIPS 2020 Tight Analysis of Privacy and Utility Tradeoff in Approximate Differential Privacy AISTATS 2020 Formal Privacy for Functional Data with Gaussian Perturbations ICML 2019 Heterogeneous Gaussian Mechanism: Preserving Differential Privacy in Deep Learning with Provable Robustness IJCAI 2019 Optimal Noise-Adding Mechanism in Additive Differential Privacy AISTATS 2019 Privacy Amplification by Mixing and Diffusion Mechanisms NeurIPS 2019 Improving the Gaussian Mechanism for Differential Privacy: Analytical Calibration and Optimal Denoising ICML 2018