federated-learning

Documents about federated-learning

• Robust Decentralized Personalized Federated Learning via Prediction-Constrained Neighborhood Collaboration#667932arXiv CS
• FANS: Federated Adaptive Network Search Learning for Heterogeneous Devices#668014arXiv CS
• FEDERATED LEARNING MODELS FOR PRIVACY-PRESERVING AI IN ENTERPRISE DECISION SYSTEMS#673248Semantic Scholar
• HybridFLow: SDN-Orchestrated Client Partitioning for Hybrid Federated Learning#673450arXiv CS
• Privacy preservation for federated learning in health care#681728Semantic Scholar
• Federation opacity and the promise of federated learning in healthcare#714814PhilArchive
• Accelerating Sharded Data Parallelism at Scale with Federated Learning#978390arXiv CS
• Quantization Impact on the Accuracy and Communication Efficiency Trade-off in Federated Learning for Aerospace Predictive Maintenance#2587arXiv CS
• Comparative Analysis of Federated Learning, Deep Learning, and Traditional Machine Learning Techniques for IoT Malware Detection.#489505DBLP
• The Changing Landscape of Machine Learning: A Comparative Analysis of Centralized Machine Learning, Distributed Machine Learning and Federated Machine Learning.#489436DBLP
• Remote Rowhammer Attack using Adversarial Observations on Federated Learning Clients#155570arXiv (OAI)
• PrivateBoost: Rethinking Federated Learning for Patient-Owned Medical Data: Learning from Single Records at Scale#183342bioRxiv / medRxiv
• From distributed machine learning to federated learning: In the view of data privacy and security#328785Semantic Scholar
• Generalization over accuracy: A cross-dataset, explainable, and federated learning framework for Parkinson's disease detection.#358324NCBI PubMed Central
• Federated Learning Authenticity Standard for Healthcare as derived from lessons in self-driving cars.#422933NCBI PubMed Central
• STAR-FL: Secure Federated Learning with Spatial-Temporal Analysis and Robust Aggregation#609282arXiv (OAI Expanded)
• Keyed Provenance Watermarking with Complementary Lattice-Based Secure Aggregation for Federated Learning#657007arXiv (OAI Expanded)
• Keyed Provenance Watermarking with Complementary Lattice-Based Secure Aggregation for Federated Learning#659143arXiv (All)
• H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications#789401arXiv (OAI Expanded)
• Privacy-Enhanced Zero-Order Federated Learning via xMK-CKKS over Wireless Channels#789692arXiv (OAI Expanded)
• H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications#793405arXiv (All)
• Privacy-Enhanced Zero-Order Federated Learning via xMK-CKKS over Wireless Channels#793696arXiv (All)
• Provably Efficient Federated Reinforcement Learning with Linear Function Approximation and Logarithmic Communication Cost#809662arXiv (OAI Expanded)
• Provably Efficient Federated Reinforcement Learning with Linear Function Approximation and Logarithmic Communication Cost#819658arXiv (All)
• Private Computation Space: Experience with Trusted Multi-Cluster Federated Learning for Agriculture#822104arXiv (All)
• A Trust-Network-Based Federated Learning Framework for Multi-Center Aging Clock Prediction#997022arXiv (All)
• Impact of Secure Aggregation and Differential Privacy on Federated Network Intrusion Detection Systems#219584Repositorio institucional Séneca
• Selective knowledge sharing for privacy-preserving federated distillation without a good teacher#400547OpenAlex
• A Federated Generalized Linear Model for Privacy-Preserving Analysis#404552OpenAlex
• Toward Power-Aware Federated Activity Detection in Cell-Free Massive MIMO-Based mMTC Networks#685004HAL (France)
• A scalable and secure federated learning authentication scheme for IoT.#1227NCBI PubMed Central
• No More Guessing: a Verifiable Gradient Inversion Attack in Federated Learning#18949arXiv CS
• Federated Learning for Smart Device Security: A Next-Gen Intrusion Detection Paradigm#91691PhilArchive
• Scalable and Verifiable Federated Learning for Cross-Institution Financial Fraud Detection#138867arXiv CS
• Surviving the Edge: Federated Learning under Networking and Resource Constraints#155176arXiv CS
• Federated Reinforcement Learning for Efficient Mobile Crowdsensing under Incomplete Information#155194arXiv CS
• FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training#155247arXiv CS
• FeDa4Fair: Client-Level Federated Datasets for Fairness Evaluation#158741arXiv (OAI)
• FedGMI: Generative Model-Driven Federated Learning for Probabilistic Mixture Inference#175222arXiv CS
• FLAM: Evaluating Model Performance with Aggregatable Measures in Federated Learning#175233arXiv CS
• GrCol-PPFL: User-Based Group Collaborative Federated Learning Privacy Protection Framework#177245Semantic Scholar
• An overview of implementing security and privacy in federated learning#177249Semantic Scholar
• Decentralized Federated Learning: A Survey on Security and Privacy#177251Semantic Scholar
• Privacy-preserving federated learning based on partial low-quality data#177260Semantic Scholar
• Federated Learning for Privacy-Preserving Medical Data Sharing in Drug Development#177262Semantic Scholar
• Federated Learning on Non-IID Data Silos: An Experimental Study#177271Semantic Scholar
• Differential Privacy for Deep and Federated Learning: A Survey#177275Semantic Scholar
• Efficient Verifiable Protocol for Privacy-Preserving Aggregation in Federated Learning#177285Semantic Scholar
• Federated Learning with Privacy-preserving and Model IP-right-protection#177289Semantic Scholar
• Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage#177295Semantic Scholar