federated-learning

Documents about federated-learning

• Subspace Optimization for Efficient Federated Learning under Heterogeneous Data#141497arXiv CS
• FlatLand: Personalized Graph Federated Learning via Tailored Lorentz Space#480058arXiv CS
• Eleven quick tips for Biomedical Federated Learning#477083PLOS
• Federated Learning with Uncertainty-Based Client Clustering for Fleet-Wide Fault Diagnosis#211195Iowa State University Digital Repository
• FedSPDnet: Geometry-Aware Federated Deep Learning with SPDnet#820438arXiv (All)
• Fine-grained Distributed Backdoor Attacks in Federated Learning#975204arXiv (All)
• Geographically Regularized AUC-Maximizing Personalized Federated Learning#985735arXiv (All)
• Beyond Conventional Federated Learning via High-Order Regularization#996717arXiv (All)
• Federated Learning Models in Decentralized Critical Infrastructure#1970NCBI Bookshelf
• Efficiently Distributed Federated Learning#978394arXiv CS
• Privacy and Security in Federated Learning: A Survey#211758OpenAlex
• Privacy and Trust Redefined in Federated Machine Learning#400581OpenAlex
• FedHarmony: Harmonizing Heterogeneous Label Correlations in Federated Multi-Label Learning#146933arXiv CS
• Statistical Limits and Efficient Algorithms for Differentially Private Federated Learning#200490arXiv CS
• C2FL: Clustered Continual Federated Learning under Spatial and Temporal Drift#282802arXiv CS
• FedLAB: Traceable Semantic Codebooks for Federated Multimodal Graph Foundation Learning#324878arXiv CS
• Collaborative Synthetic Data Generation for Knowledge Transfer in Federated Learning#349627arXiv CS
• Federated Deep Learning for Privacy-Preserving Cardiovascular Disease Risk Prediction#353054arXiv CS
• How Much Regularization Survives Averaging? Update Masking in Federated Learning#482135arXiv CS
• SecuFL-IoT: an adaptive privacy-preserving federated learning framework for anomaly detection in smart industrial networks#20535DOAJ
• Exploring Verifiable and Privacy-Preserving Federated Learning through Differential Privacy and Cryptographic Protocols#194384HAL (France)
• Zero-Trust and Reinforcement Learning for Secure Federated Intelligence in 6G Edge Networks#224592IRIS
• Federated Learning in Health care Using Structured Medical Data#285485OpenAlex
• Privacy and Robustness in Federated Learning: Attacks and Defenses#400533OpenAlex
• FlatLand: Personalized Graph Federated Learning via Tailored Lorentz Space#661219arXiv (OAI Expanded)
• FlatLand: Personalized Graph Federated Learning via Tailored Lorentz Space#662269arXiv (All)
• Privacy-Preserving Split Learning for Federated LLM Fine-Tuning#996615arXiv (All)
• MUFFLe: Efficient Model Update Compression via Generalized Deduplication for Federated Learning#271865arXiv CS
• Towards Modality-imbalanced Federated Graph Learning: A Data Synthesis-based Approach#290587arXiv CS
• Discovering Collaboration from Novelty: Random Network Distillation for Clustered Federated Learning#321835arXiv CS
• QFedAgent: Quantum-Enhanced Personalized Federated Learning for Multi-Agent Activity Recognition#332517arXiv CS
• Constraint-Aware Aggregation for Federated Reinforcement Learning in Microgrid Energy Coordination#366259arXiv CS
• FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations#441806arXiv CS
• Beyond Parameter Space: NTK-Guided Personalized Aggregation for Robust Federated Learning#447935arXiv CS
• RegionFed: Federated Learning for Personalized Query Understanding in Heterogeneous Retail Environments#660793arXiv CS
• Personalized Federated Learning through Global Knowledge Distillation and Local Head Adaptation#919392arXiv CS
• Towards Personalized Federated Learning#177290Semantic Scholar
• Robust Reputation-Driven Crowdsourced Federated Learning#441712arXiv CS
• A MARL-federated blockchain-based quantum secure framework for trust management in industrial internet of things#20516DOAJ
• Federated Learning for Healthcare Domain - Pipeline, Applications and Challenges#340954OpenAlex
• FedNER: Privacy-preserving Medical Named Entity Recognition with Federated Learning#431428OpenAlex
• An advanced data fabric architecture leveraging homomorphic encryption and federated learning#964721OpenAlex
• Systematic Analysis of Federated Learning Approaches for Intrusion Detection in the Internet of Things Environment#20543DOAJ
• Federated XAI IDS: An Explainable and Safeguarding Privacy Approach to Detect Intrusion Combining Federated Learning and SHAP#341898Semantic Scholar
• Privacy‐preserving federated data access and federated learning: Improved data sharing and AI model development in transfusion medicine#359607Semantic Scholar
• Analytic Personalized Federated Meta-Learning#149218arXiv (OAI)
• EASE: Federated Multimodal Unlearning via Entanglement-Aware Anchor Closure#151728arXiv CS
• Privacy Preserving Machine Learning with Homomorphic Encryption and Federated Learning#177287Semantic Scholar
• One-shot Robust Federated Learning of Independent Component Analysis#664000arXiv (OAI Expanded)
• One-shot Robust Federated Learning of Independent Component Analysis#665500arXiv (All)