differential privacy

DPGA-TextSyn: Differentially Private Genetic Algorithm for Synthetic Text Generation ACL 2025 DP-GTR: Differentially Private Prompt Protection via Group Text Rewriting EMNLP 2025 DP-MemArc: Differential Privacy Transfer Learning for Memory Efficient Language Models AAAI 2025 DR-Encoder: Encode Low-rank Gradients with Random Prior for Large Language Models Differentially Privately AAAI 2025 Dyn-D^2P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee IJCAI 2025 Efficient and Privacy-Preserving Soft Prompt Transfer for LLMs ICML 2025 Enhancing Federated Domain Adaptation with Multi-Domain Prototype-Based Federated Fine-Tuning ICLR 2025 Enhancing Privacy in the Early Detection of Sexual Predators Through Federated Learning and Differential Privacy AAAI 2025 Estimating Privacy Leakage of Augmented Contextual Knowledge in Language Models ACL 2025 Exploiting Hidden Symmetry to Improve Objective Perturbation for DP Linear Learners with a Nonsmooth L1-Norm ICLR 2025 Fairness Issues and Mitigations in (Differentially Private) Socio-Demographic Data Processes AAAI 2025 Federated Binary Matrix Factorization Using Proximal Optimization AAAI 2025 Federated Granger Causality Learning For Interdependent Clients With State Space Representation ICLR 2025 Federated t-SNE and UMAP for Distributed Data Visualization AAAI 2025 FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning ICCV 2025 FLIPHAT: Joint Differential Privacy for High Dimensional Linear Bandits AISTATS 2025 Generalization of noisy SGD in unbounded non-convex settings ICML 2025 General Staircase Mechanisms for Optimal Differential Privacy AISTATS 2025 Global Group Fairness in Federated Learning via Function Tracking AISTATS 2025 Hot-pluggable Federated Learning: Bridging General and Personalized FL via Dynamic Selection ICLR 2025 How Private are Language Models in Abstractive Summarization? EMNLP 2025 Improved Rates of Differentially Private Nonconvex-Strongly-Concave Minimax Optimization AAAI 2025 Improving Noise Efficiency in Privacy-preserving Dataset Distillation ICCV 2025 Improving Private Random Forest Prediction Using Matrix Representation AAAI 2025 Inspecting the Representation Manifold of Differentially-Private Text NAACL 2025