Differential Privacy

Abstract Gradient Training: A Unified Certification Framework for Data Poisoning, Unlearning, and Differential Privacy JMLR 2026 Agent-based Substructure Counting under Local Differential Privacy ACL 2026 Classification Under Local Differential Privacy with Model Reversal and Model Averaging JMLR 2026 Cocoon: A System Architecture for Differentially Private Training with Correlated Noises OSDI 2026 Differentially Private 2D Human Pose Estimation CVPR 2026 Differentially Private Approval-Based Committee Voting UAI 2026 Differentially Private Best-Arm Identification JMLR 2026 Differentially Private Bilevel Optimization ALT 2026 Differentially Private Estimation and Inference in High-Dimensional Regression with FDR Control JMLR 2026 Differentially Private Language Generation and Identification in the Limit (Extended Abstract) COLT 2026 FedAlign: Differentially Private Distribution Alignment for Non-IID Federated Learning CVPR 2026 Fixed-Parameter Tractability of Private Synthetic Data Generation COLT 2026 Fully Decentralized Certified Unlearning CVPR 2026 Improved Regret in Stochastic Decision-Theoretic Online Learning under Differential Privacy ALT 2026 Improving the Convergence of Private Shuffled Gradient Methods with Public Data UAI 2026 Invited Open Problem: Does Differential Privacy Make PAC Learning Much Harder? COLT 2026 LDP-Slicing: Local Differential Privacy for Images via Randomized Bit-Plane Slicing CVPR 2026 Minimax density estimation in the adversarial framework under local differential privacy JMLR 2026 Minimax optimal differentially private synthetic data for smooth queries COLT 2026 Nearly Linear-Time User-Level DP-SCO with Optimal Rates COLT 2026 On Purely Private Covariance Estimation ALT 2026 On the Curse of Dimensionality in Private Sparse Covariance Estimation and PCA COLT 2026 Personalized Federated Training of Diffusion Models with Privacy Guarantees CVPR 2026 Private Linear Regression via a Down-Sensitivity to Privacy Reduction COLT 2026 Privately Estimating Black-Box Statistics COLT 2026