conftrace_

privacy accounting

12 papers

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Co-occurring keywords

differential privacy (1016) gaussian mechanism (30) privacy budget (27) moments accountant (6) privacy loss distribution (2) fast fourier transform (46) stochastic gradient descent (1091) privacy loss variable (1) renyi differential privacy (12) selection mechanism (3)

Papers

Dyn-D^2P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee IJCAI 2025
On the Privacy of Selection Mechanisms with Gaussian Noise AISTATS 2024
The Relative Gaussian Mechanism and its Application to Private Gradient Descent AISTATS 2024
Wasserstein Differential Privacy AAAI 2024
A Randomized Approach to Tight Privacy Accounting NIPS 2023
The Saddle-Point Method in Differential Privacy ICML 2023
Faster Privacy Accounting via Evolving Discretization ICML 2022
Optimal Accounting of Differential Privacy via Characteristic Function AISTATS 2022
Tight Differential Privacy for Discrete-Valued Mechanisms and for the Subsampled Gaussian Mechanism Using FFT AISTATS 2021
Individual Privacy Accounting via a Rényi Filter NIPS 2021
Computing Tight Differential Privacy Guarantees Using FFT AISTATS 2020
Subsampled Renyi Differential Privacy and Analytical Moments Accountant AISTATS 2019