Differential Privacy

Differentially Private Graph Learning via Sensitivity-Bounded Personalized PageRank NeurIPS 2022 Differentially Private Instance Encoding against Privacy Attacks NAACL 2022 Differentially Private Maximal Information Coefficients ICML 2022 Differentially Private Normalizing Flows for Synthetic Tabular Data Generation AAAI 2022 Differentially Private Online-to-batch for Smooth Losses NeurIPS 2022 Differentially Private Regression with Unbounded Covariates AISTATS 2022 Differentially Private Regret Minimization in Episodic Markov Decision Processes AAAI 2022 Differential privacy and robust statistics in high dimensions COLT 2022 Differential privacy for symmetric log-concave mechanisms AISTATS 2022 DPGEN: Differentially Private Generative Energy-Guided Network for Natural Image Synthesis CVPR 2022 DPNAS: Neural Architecture Search for Deep Learning with Differential Privacy AAAI 2022 DP-PCA: Statistically Optimal and Differentially Private PCA NeurIPS 2022 DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting COLING 2022 Encrypted Linear Contextual Bandit AISTATS 2022 Federated Learning with Buffered Asynchronous Aggregation AISTATS 2022 FriendlyCore: Practical Differentially Private Aggregation ICML 2022 Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs IJCAI 2022 How reparametrization trick broke differentially-private text representation learning ACL 2022 Hyperparameter Tuning with Renyi Differential Privacy ICLR 2022 Identification, Amplification and Measurement: A bridge to Gaussian Differential Privacy NeurIPS 2022 Improved Differential Privacy for SGD via Optimal Private Linear Operators on Adaptive Streams NeurIPS 2022 Improved Rates for Differentially Private Stochastic Convex Optimization with Heavy-Tailed Data ICML 2022 Improved Regret for Differentially Private Exploration in Linear MDP ICML 2022 Improved Utility Analysis of Private CountSketch NeurIPS 2022 Incorporating Item Frequency for Differentially Private Set Union AAAI 2022