differential privacy

Optimality of Matrix Mechanism on ℓ_p^p-metric ICLR 2025 Optimal Survey Design for Private Mean Estimation ICML 2025 Optimizing Noise Distributions for Differential Privacy ICML 2025 PCEvolve: Private Contrastive Evolution for Synthetic Dataset Generation via Few-Shot Private Data and Generative APIs ICML 2025 PFGuard: A Generative Framework with Privacy and Fairness Safeguards ICLR 2025 PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation EMNLP 2025 PREM: Privately Answering Statistical Queries with Relative Error COLT 2025 Privacy Amplification Through Synthetic Data: Insights from Linear Regression ICML 2025 Privacy Auditing of Large Language Models ICLR 2025 Privacy in Metalearning and Multitask Learning: Modeling and Separations AISTATS 2025 Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation ICML 2025 Privacy-Preserving Federated Learning for Hate Speech Detection NAACL 2025 Privacy-Preserving Neural Processes for Probabilistic User Modeling UAI 2025 Privacy-Preserving Personalized Federated Prompt Learning for Multimodal Large Language Models ICLR 2025 PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration ACL 2025 Privacy, Utility and Fairness: Navigating Trade-offs in Differentially Private Machine Learning AAAI 2025 Private List Learnability vs. Online List Learnability COLT 2025 Privately Counting Partially Ordered Data ICLR 2025 Private Mechanism Design via Quantile Estimation ICLR 2025 Private Model Personalization Revisited ICML 2025 Private Synthetic Text Generation with Diffusion Models NAACL 2025 Public Data Assisted Differentially Private In-Context Learning EMNLP 2025 RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models ICLR 2025 RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service ACL 2025 Revisiting Differentially Private Algorithms for Decentralized Online Learning ICML 2025