differential-privacy

Documents about differential-privacy

• Multi-modal federated learning with differential privacy for privacy-preserving healthcare AI#166586Springer Nature OA
• SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning#385449OpenAlex
• FedMamba-IoMT: Federated state space models with differential privacy and byzantine resilience for privacy-preserving intrusion detection in Internet of Medical Things.#446132NCBI PubMed Central
• Differential privacy and artificial intelligence: potentials, challenges, and future avenues#270980WIPO
• Learning rate scheduling with matrix factorization for private training#334382ISTA Publications
• FedDriftGuard adaptive federated learning with differential privacy for concept drift in edge environments.#338732NCBI PubMed Central
• Scale Analysis and Shape Selection for the Generalized Gaussian Mechanism under Approximate Differential Privacy#809166arXiv (OAI Expanded)
• Scale Analysis and Shape Selection for the Generalized Gaussian Mechanism under Approximate Differential Privacy#819158arXiv (All)
• How (not) to protect genomic data privacy in a distributed network: using trail re-identification to evaluate and design anonymity protection systems#419054OpenAlex
• Privacy-Preserving Federated Learning for Biophysics Core Life in Uganda: Robustness Under Distribution Shift and Sparse Labels#687456Zenodo (CERN)
• Win-Win: A Privacy-Preserving Federated Framework for Dual-Target Cross-Domain Recommendation#781759OpenAlex
• Assessing Local Differential Privacy for Compliance with the Personal Data Protection Law in Integrated Data Systems.#837NCBI PubMed Central
• Step-Wise Dual Dynamic DPSGD: Enhancing Performance on Imbalanced Medical Datasets with Differential Privacy.#143478NCBI PubMed Central
• Federated learning with hybrid differential privacy for secure and reliable cross‐IoT platform knowledge sharing#177259Semantic Scholar
• Efficient differential privacy enabled federated learning model for detecting COVID-19 disease using chest X-ray images#177265Semantic Scholar
• Adaptive federated learning with differential privacy for multi-class respiratory disease recognition from lung sound recordings.#671089NCBI PubMed Central
• Fully Oblivious Differential Privacy for Frequency Estimation in the Augmented Shuffle Model with Trusted Processors#674434arXiv (OAI Expanded)
• Fully Oblivious Differential Privacy for Frequency Estimation in the Augmented Shuffle Model with Trusted Processors#677635arXiv (All)
• Jacobian-Guided Anisotropic Noise Reshaping for Enhancing Representation Utility under Local Differential Privacy#1034182arXiv (All)
• Overt Spatial Coordination Architecture (OSCA) A Privacy-Preserving System for Transparent Crowd-Safety Infrastructure#339523Zenodo (CERN)
• Adaptive Compressed Sensing Differential Privacy Federated Learning Based on Orbital Spatiotemporal Characteristics in Space-Air-Ground Networks.#1166NCBI PubMed Central
• Attention U-Net with differential privacy in federated learning framework for brain stroke lesion segmentation.#465342NCBI PubMed Central
• FedVideoMAE: Efficient Federated Video Moderation with Differential Privacy and Secure Aggregation#1013484arXiv (All)
• PP-IDE Behavioural Device Fingerprinting Dataset for Privacy-Preserving Identity Establishment#173376Zenodo
• Health-FedNet: secure federated learning for chronic disease prediction on MIMIC-III with differential privacy and homomorphic encryption.#1225NCBI PubMed Central
• On APN Functions with Boomerang Uniformity One over $\mathbb F_{3^n}$: Differential and Boomerang Spectra and CCZ-Inequivalence#667887arXiv CS
• Memorization Is Not Extraction: Tight Differential-Privacy Bounds and Audit Blind Spots#779699arXiv (OAI Expanded)
• Memorization Is Not Extraction: Tight Differential-Privacy Bounds and Audit Blind Spots#781074arXiv (All)
• Bounds on the Posterior-to-Prior Ratios for Inclusion Belief under Bounded Differential Privacy#799674arXiv (All)
• Advancing fairness and differential privacy in machine learning for socially relevant applications#1040784Repositório Institucional da UnB
• NIST SP 800-226: Guidelines for Evaluating Differential Privacy Guarantees#2978NIST
• A Comprehensive Guide to Differential Privacy: From Theory to User Expectations#160949arXiv (OAI)
• An adaptive differential privacy framework for clinical llms with context-aware noise calibration, hierarchical budgeting, and real-time auditing.#221014NCBI PubMed Central
• TrustFed-RHIO: an optimization-driven differential privacy federated learning framework for secure and explainable IIoT attack detection.#340654NCBI PubMed Central
• Gap-Free Streaming PCA Beyond Rank-One Updates: Near-Optimal Rates and Applications to Differential Privacy#1043100arXiv CS
• FL-DPCSA: Federated learning with differential privacy for cache side-channel attack detection in edge-based smart grids#20528DOAJ
• Private Minimum Hellinger Distance Estimation via Hellinger Distance Differential Privacy#155529arXiv (OAI)
• A Spatio-Temporal Transformer-Based Approach for Network Attack Detection#1042828ARPHA OAI-PMH Endpoint
• Towards formalizing the GDPR’s notion of singling out#404555OpenAlex
• A Bilayer Feature Fusion Framework for Pan-Cancer Survival Prediction Based on Multihead Attention and Adaptive Differential Privacy: Model Development and Validation Study.#13577NCBI PubMed Central
• Topology-Aware Differential Privacy in Hierarchical Federated Learning#633260arXiv (OAI Expanded)
• Topology-Aware Differential Privacy in Hierarchical Federated Learning#635609arXiv (All)
• The impact of privacy risk perception on initial trust in autonomous vehicle: Differential responses of professionals and non-professionals#190363OSF
• Concurrent composition for differentially private continual mechanisms#405944ISTA Publications
• Data from: Aim high, stay private: Differentially private synthetic data enables public release of behavioral health information with high utility#28903DataCite