differential privacy

Abstract Gradient Training: A Unified Certification Framework for Data Poisoning, Unlearning, and Differential Privacy JMLR 2026 An Improved Privacy and Utility Analysis of Differentially Private SGD with Bounded Domain and Smooth Losses AAAI 2026 Byzantine-Robust and Differentially Private Federated Optimization under Weaker Assumptions UAI 2026 Characterizing Online and Private Learnability under Distributional Constraints via Generalized Smoothness COLT 2026 Cocoon: A System Architecture for Differentially Private Training with Correlated Noises OSDI 2026 Copyright Infringement Detection in Text-to-Image Diffusion Models via Differential Privacy AAAI 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 Differentially Private Linear Programming: Reduced Sub-Optimality and Guaranteed Constraint Satisfaction AAAI 2026 Differentially Private Subspace Fine-Tuning for Large Language Models AAAI 2026 DP-FedAdamW: An Efficient Optimizer for Differentially Private Federated Large Models CVPR 2026 DP-GenG: Differentially Private Dataset Distillation Guided by DP-Generated Data AAAI 2026 DP-NCB: Privacy Preserving Fair Bandits AAAI 2026 Efficient, Secure, Differentially Private Deep Learning in the Two-Server Model AAAI 2026 Enhancing DPSGD via Per-Sample Momentum and Low-Pass Filtering AAAI 2026 Estimating the True Distribution of Data Collected with Randomized Response AAAI 2026 FedAlign: Differentially Private Distribution Alignment for Non-IID Federated Learning CVPR 2026 FedMental: Evaluating Federated Learning for Mental Health Detection from Social Media Data ACL 2026 Fixed-Parameter Tractability of Private Synthetic Data Generation COLT 2026 Fully Decentralized Certified Unlearning CVPR 2026 Functional Stochastic Localization COLT 2026