conftrace_

objective perturbation

10 papers

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Co-occurring keywords

differential privacy (1016) empirical risk minimization (352) regret bound (1926) convex optimization (1321) peer effect (3) empirical risk minimizer (10) per-instance privacy (2) private optimization (5) statistical privacy (3) gradient mechanism (2)

Papers

PrIsing: Privacy-Preserving Peer Effect Estimation via Ising Model AISTATS 2024
Differentially Private Stochastic Convex Optimization under a Quantile Loss Function ICML 2023
Differentially Private and Lazy Online Convex Optimization COLT 2023
Improving the Privacy and Practicality of Objective Perturbation for Differentially Private Linear Learners NIPS 2023
Privately Publishable Per-instance Privacy NIPS 2021
Oracle Efficient Private Non-Convex Optimization ICML 2020
KNG: The K-Norm Gradient Mechanism NIPS 2019
Data Poisoning against Differentially-Private Learners: Attacks and Defenses IJCAI 2019
Private Convex Empirical Risk Minimization and High-dimensional Regression COLT 2012
Differentially Private Empirical Risk Minimization JMLR 2011