Differential Privacy

Protect Your Score: Contact-Tracing with Differential Privacy Guarantees AAAI 2024 Public-data Assisted Private Stochastic Optimization: Power and Limitations NeurIPS 2024 Publishing Number of Walks and Katz Centrality under Local Differential Privacy UAI 2024 Revisiting Differentially Private ReLU Regression NeurIPS 2024 Scalable DP-SGD: Shuffling vs. Poisson Subsampling NeurIPS 2024 Seeing the Forest through the Trees: Data Leakage from Partial Transformer Gradients EMNLP 2024 Smooth Lower Bounds for Differentially Private Algorithms via Padding-and-Permuting Fingerprinting Codes COLT 2024 Some Constructions of Private, Efficient, and Optimal K-Norm and Elliptic Gaussian Noise COLT 2024 The Limits of Differential Privacy in Online Learning NeurIPS 2024 The Relative Gaussian Mechanism and its Application to Private Gradient Descent AISTATS 2024 Towards the Robustness of Differentially Private Federated Learning AAAI 2024 Tractable MCMC for Private Learning with Pure and Gaussian Differential Privacy ICLR 2024 Truthful High Dimensional Sparse Linear Regression NeurIPS 2024 Unified Mechanism-Specific Amplification by Subsampling and Group Privacy Amplification NeurIPS 2024 Universal Exact Compression of Differentially Private Mechanisms NeurIPS 2024 Universally Instance-Optimal Mechanisms for Private Statistical Estimation COLT 2024 User-level Differentially Private Stochastic Convex Optimization: Efficient Algorithms with Optimal Rates AISTATS 2024 Wasserstein Differential Privacy AAAI 2024 k-Means Clustering with Distance-Based Privacy NeurIPS 2023 Active Membership Inference Attack under Local Differential Privacy in Federated Learning AISTATS 2023 A Customized Text Sanitization Mechanism with Differential Privacy ACL 2023 Adaptive False Discovery Rate Control with Privacy Guarantee JMLR 2023 Algorithmically Effective Differentially Private Synthetic Data COLT 2023 Algorithms for bounding contribution for histogram estimation under user-level privacy ICML 2023 A Pretty Fast Algorithm for Adaptive Private Mean Estimation COLT 2023