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Differential Privacy

414 papers

Papers per year

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20
26
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Papers

Agent-based Substructure Counting under Local Differential Privacy ACL 2026
Improved Regret in Stochastic Decision-Theoretic Online Learning under Differential Privacy ALT 2026
Differentially Private Bilevel Optimization ALT 2026
On Purely Private Covariance Estimation ALT 2026
Privately Learning Decision Lists and a Differentially Private Winnow ALT 2026
Federated Graph Condensation with Information Bottleneck Principles AAAI 2025
BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities AAAI 2025
Federated Binary Matrix Factorization Using Proximal Optimization AAAI 2025
Attribute Inference Attacks for Federated Regression Tasks AAAI 2025
Differentially Private Prototypes for Imbalanced Transfer Learning AAAI 2025
Differential Private Stochastic Optimization with Heavy-tailed Data: Towards Optimal Rates AAAI 2025
DP-MemArc: Differential Privacy Transfer Learning for Memory Efficient Language Models AAAI 2025
Enhancing Privacy in the Early Detection of Sexual Predators Through Federated Learning and Differential Privacy AAAI 2025
Privacy, Utility and Fairness: Navigating Trade-offs in Differentially Private Machine Learning AAAI 2025
Robust Utility-Preserving Text Anonymization Based on Large Language Models ACL 2025
Leveraging Semantic Triples for Private Document Generation with Local Differential Privacy Guarantees EMNLP 2025
PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation EMNLP 2025
DPED: Multi-Layer Noise Distillation for Privacy-Preserving Text Embeddings EMNLP 2025
How Private are Language Models in Abstractive Summarization? EMNLP 2025
Public Data Assisted Differentially Private In-Context Learning EMNLP 2025
Differentially Private Fine-Tuning of Diffusion Models ICCV 2025
SAP: Privacy-Preserving Fine-Tuning on Language Models with Split-and-Privatize Framework IJCAI 2025
Dyn-D^2P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee IJCAI 2025
With Privacy, Size Matters: On the Importance of Dataset Size in Differentially Private Text Rewriting IJCNLP 2025
On Consistent Bayesian Inference from Synthetic Data JMLR 2025