differential privacy

Improved Differentially Private Algorithms for Rank Aggregation AAAI 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 Minimax optimal differentially private synthetic data for smooth queries COLT 2026 Multi-Token Completion for Text Anonymization EACL 2026 On Purely Private Covariance Estimation ALT 2026 On the Curse of Dimensionality in Private Sparse Covariance Estimation and PCA COLT 2026 On the Exponential Convergence for Offline RLHF with Pairwise Comparisons AAAI 2026 On the Gradient Complexity of Private Optimization with Private Oracles COLT 2026 PATCH: Mitigating PII Leakage in Language Models with Privacy-Aware Targeted Circuit PatcHing EACL 2026 Personalized Federated Training of Diffusion Models with Privacy Guarantees CVPR 2026 PrAda-GAN: A Private Adaptive Generative Adversarial Network with Bayes Network Structure AAAI 2026 PRISM: Privacy-Aware Routing for Adaptive Cloud–Edge LLM Inference via Semantic Sketch Collaboration AAAI 2026 Privacy Preserving In-Context-Learning Framework for Large Language Models AAAI 2026 Private Frequency Estimation via Residue Number Systems AAAI 2026 Private Linear Regression via a Down-Sensitivity to Privacy Reduction COLT 2026 Privately Estimating Black-Box Statistics COLT 2026 Privately Learning Decision Lists and a Differentially Private Winnow ALT 2026 PrivSV: Differentially Private Steering Vector for Large Language Models AAAI 2026 PrvTel: Lightweight Models for Private and Accurate Telemetry Data Retention NSDI 2026 Ripple Mechanisms for Discrete and Private Statistics COLT 2026 RPGen: Robust and Differentially Private Synthetic Image Generation AAAI 2026 SharedRequest: Privacy-Preserving Model-Agnostic Inference for Large Language Models ACL 2026 STAMP: Selective Task-Aware Mechanism for Text Privacy EACL 2026