differential-privacy

Documents about differential-privacy

• CAT-LDP: Cloud-edge Adaptive Taxonomy under Local Differential Privacy#660892arXiv CS
• Revisiting Continuous Noise Sampling for Multi-Party Differential Privacy#779684arXiv (OAI Expanded)
• Revisiting Continuous Noise Sampling for Multi-Party Differential Privacy#781059arXiv (All)
• The Complexities of Differential Privacy for Survey Data#809217arXiv (OAI Expanded)
• The Complexities of Differential Privacy for Survey Data#819209arXiv (All)
• Differential Trust: Dynamic Multi-Authority Anonymous Credentials with Epoch-Weighted Updates#965330arXiv CS
• Faster Learning under Relaxed Local Differential Privacy#971989arXiv (All)
• Component-Aware Differential Privacy for Federated Multilingual Speech-LLMs#999450arXiv (All)
• A survey of privacy-preserving federated learning for intrusion detection systems#197587Research Online
• Assessing Local Differential Privacy for Compliance with the Personal Data Protection Law in Integrated Data Systems.#9535PubMed
• A Communication-Efficient, Privacy-Preserving Federated Learning Algorithm Based on Two-Stage Gradient Pruning and Differentiated Differential Privacy#303025Semantic Scholar
• Multi-modal personalized federated learning with adaptive differential privacy for medical image classification and a privacy-preserving approach.#368365NCBI PubMed Central
• When Machine Unlearning Jeopardizes Privacy#400361OpenAlex
• mHealth Systems Need a Privacy-by-Design Approach: Commentary on “Federated Machine Learning, Privacy-Enhancing Technologies, and Data Protection Laws in Medical Research: Scoping Review”#461731OpenAlex
• Privacy and Security in Health Big Data: A NIST-Guided Systematic Review of Technologies, Challenges, and Future Directions#215745OpenAlex
• FEDERATED LEARNING MODELS FOR PRIVACY-PRESERVING AI IN ENTERPRISE DECISION SYSTEMS#404566OpenAlex
• Systematic review of privacy-preserving Federated Learning in decentralized healthcare systems#964797OpenAlex
• Cross-silo Federated Learning with Record-level Personalized Differential Privacy#177256Semantic Scholar
• Active Membership Inference Attack under Local Differential Privacy in Federated Learning#177314Semantic Scholar
• Identity trust management based on differential privacy for internet of vehicles.#351748NCBI PubMed Central
• Privacy-enhanced federated learning via asynchronous aggregation and local differential perturbation#919510arXiv CS
• Empirical Analysis of Randomness Quality in Differential Privacy Mechanisms#1034374arXiv (All)
• Federated Learning Models for Privacy-Preserving Medical Image Analysis#215781OpenAlex
• The Cost of Privacy: Rates of Convergence for Parameter Estimation with Differential Privacy#1036498arXiv (All)
• Integrating Feature Correlation in Differential Privacy with Applications in DP-ERM#155278arXiv CS
• Exploring Homomorphic Encryption and Differential Privacy Techniques towards Secure Federated Learning Paradigm#177279Semantic Scholar
• Randomized Quantization is All You Need for Differential Privacy in Federated Learning#177309Semantic Scholar
• Multi-Objective Submodular Maximization with Differential Privacy#987697arXiv (All)
• Privacy and Utility of Private Synthetic Data for Medical Data Analyses#439679OpenAlex
• Estimation of future occurrence of hemoglobin-A1c elevation with and without differential privacy.#156961NCBI PubMed Central
• Federated Learning With Sparsified Model Perturbation: Improving Accuracy Under Client-Level Differential Privacy#177325Semantic Scholar
• Node Differentially Private Algorithms for Survivable Networks and Graphs Analysis#220271EliScholar
• On APN Exponents and the Differential and Boomerang Properties of Binomials in Characteristic 3#222552arXiv CS
• SuperDP: Differential Privacy Refutation via Supermartingales#308531ISTA Publications
• Feature Suppression and Differential Privacy for Residential Traffic Classification: A Two-Home Federated Study#1028633arXiv CS
• Anonymization: The imperfect science of using data while preserving privacy#400424OpenAlex
• Privacy-preserving clustered federated learning via differential privacy and homomorphically encrypted prototypes#390118Springer Nature OA
• Enhancing face recognition privacy through the integration of differential privacy and convolutional neural network#465477PLOS
• Federated Learning for Thoracic Disease Classification Using Convolutional Neural Networks and Differential Privacy.#151448NCBI PubMed Central
• Vision Through the Veil: Differential Privacy in Federated Learning for Medical Image Classification#196248Semantic Scholar
• Federated Learning with Differential Privacy for Ultrasound Breast Cancer Classification: An Empirical Study.#232338NCBI PubMed Central
• Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation#303021Semantic Scholar
• Early Detection of Hardware Trojans Using Neural Controlled Differential Equations and Analysis of Power Traces#405574arXiv CS
• trasgoDP: An Open Source Framework for Releasing Noised Tabular Microdata under Local Differential Privacy#411172arXiv CS
• Differential Privacy Meets Invariant Statistics: Some Conundrums in Quantifying Trade-Offs#809231arXiv (OAI Expanded)
• Differential Privacy Meets Invariant Statistics: Some Conundrums in Quantifying Trade-Offs#819223arXiv (All)
• Investigating Trade-offs in Utility, Fairness and Differential Privacy in Neural Networks#972355arXiv (All)
• Protect Your Score: Contact Tracing With Differential Privacy Guarantees#1000450arXiv (All)
• Accuracy–Privacy Trade-off in Federated Learning for Joint Fire Risk Model Training Across International Wildfire Datasets#11834DataCite
• Accuracy–Privacy Trade-off in Federated Learning for Joint Fire Risk Model Training Across International Wildfire Datasets#11835DataCite