Differential Privacy

Enhancing the Antidote: Improved Pointwise Certifications against Poisoning Attacks AAAI 2023 Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimation NeurIPS 2023 Faster Rates of Convergence to Stationary Points in Differentially Private Optimization ICML 2023 FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning CVPR 2023 Federated Linear Contextual Bandits with User-level Differential Privacy ICML 2023 FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation IJCAI 2023 Fully-Adaptive Composition in Differential Privacy ICML 2023 Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data JMLR 2023 Generalized PTR: User-Friendly Recipes for Data-Adaptive Algorithms with Differential Privacy AISTATS 2023 Generating Private Synthetic Data with Genetic Algorithms ICML 2023 Gradient Descent with Linearly Correlated Noise: Theory and Applications to Differential Privacy NeurIPS 2023 High-Dimensional Private Empirical Risk Minimization by Greedy Coordinate Descent AISTATS 2023 Improved Convergence of Differential Private SGD with Gradient Clipping ICLR 2023 Individual Privacy Accounting with Gaussian Differential Privacy ICLR 2023 Integer Subspace Differential Privacy AAAI 2023 Learning-augmented private algorithms for multiple quantile release ICML 2023 Locally Differentially Private Document Generation Using Zero Shot Prompting EMNLP 2023 Multi-Agent Best Arm Identification with Private Communications ICML 2023 Multi-Task Differential Privacy Under Distribution Skew ICML 2023 Nearly Tight Bounds For Differentially Private Multiway Cut NeurIPS 2023 Near-Optimal Algorithms for Private Online Optimization in the Realizable Regime ICML 2023 Near-Optimal Differentially Private Reinforcement Learning AISTATS 2023 Noise-Aware Statistical Inference with Differentially Private Synthetic Data AISTATS 2023 Nonparametric Extensions of Randomized Response for Private Confidence Sets ICML 2023 On Computing Pairwise Statistics with Local Differential Privacy NeurIPS 2023