federated-learning

Documents about federated-learning

• Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning#177247Semantic Scholar
• Marshaled Learning: Bridging Large Neural Networks with Memory-Constrained Trusted Execution Environments in Federated Learning#294144Digital Commons @ Michigan Tech
• GQ-FSL: Green Quantized Federated Split Learning Framework for Wireless Edge Networks#633596arXiv (OAI Expanded)
• GQ-FSL: Green Quantized Federated Split Learning Framework for Wireless Edge Networks#635945arXiv (All)
• Resilience Beyond Stationary Client Unavailability: Unlocking Efficient and Unbiased Federated Learning#971432arXiv (All)
• Constrained Bayesian Optimization for Hierarchical Federated Learning in IoT Networks for Plant Disease Classification#974915arXiv (All)
• Towards federated learning for face recognition: a comprehensive review of secure and privacy-preserving techniques and prospective research.#975642NCBI PubMed Central
• Secure Aggregation for Privacy-Preserving Federated Learning on Clinical EEG Data#984207arXiv (All)
• Fed-Equilibrium Framework for Topological Pareto Control in Robust and Fair Clinical Federated Learning#999922arXiv (All)
• DDP-SA: Scalable Privacy-Preserving Federated Learning via Distributed Differential Privacy and Secure Aggregation#2472arXiv CS
• FedIDM: Achieving Fast and Stable Convergence in Byzantine Federated Learning through Iterative Distribution Matching#18947arXiv CS
• Decentralized IDS for IoT Using Blockchain- Backed Federated Learning#98997PhilArchive
• Federated Learning Performance Depends on Site Variation in Global HIV Data Consortia#133225bioRxiv / medRxiv
• F-Transformer: a federated transformer for efficient and privacy-preserving sequence generation.#154263NCBI PubMed Central
• FedPLT: Scalable, Resource-Efficient, and Heterogeneity-Aware Federated Learning via Partial Layer Training#155239arXiv CS
• Hierarchical Federated Learning for Networked AI: From Communication Saving to Architecture-Aware Design#155266arXiv CS
• Optimization of cross-institutional medical federated learning framework driven by confidential computing.#159896NCBI PubMed Central
• From Coordinate Matching to Structural Alignment: Rethinking Prototype Alignment in Heterogeneous Federated Learning#168271arXiv CS
• PSO + FL = PAASO: particle swarm optimization + federated learning = privacy-aware agent swarm optimization#177239Semantic Scholar
• Retracted: AFLPC: An Asynchronous Federated Learning Privacy-Preserving Computing Model Applied to 5G-V2X#177241Semantic Scholar
• Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints#177248Semantic Scholar
• FedSHE: privacy preserving and efficient federated learning with adaptive segmented CKKS homomorphic encryption#177253Semantic Scholar
• Federated Learning-Based Personalized Recommendation Systems: An Overview on Security and Privacy Challenges#177255Semantic Scholar
• A multifaceted survey on privacy preservation of federated learning: progress, challenges, and opportunities#177258Semantic Scholar
• SPEI-FL: Serverless Privacy Edge Intelligence-Enabled Federated Learning in Smart Healthcare Systems#177264Semantic Scholar
• Optimizing Privacy, Utility, and Efficiency in a Constrained Multi-Objective Federated Learning Framework#177269Semantic Scholar
• Handling Privacy-Sensitive Medical Data With Federated Learning: Challenges and Future Directions#177270Semantic Scholar
• Intrusion Detection Based on Privacy-Preserving Federated Learning for the Industrial IoT#177273Semantic Scholar
• A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness and Privacy#177284Semantic Scholar
• FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models#177292Semantic Scholar
• Privacy-Preserving Big Data Security for IoT With Federated Learning and Cryptography#177308Semantic Scholar
• Federated Learning With Sparsified Model Perturbation: Improving Accuracy Under Client-Level Differential Privacy#177325Semantic Scholar
• Federated learning model for credit card fraud detection with data balancing techniques#177328Semantic Scholar
• Negotiation-augmented federated reinforcement learning for conflict-free edge-cloud stream scheduling.#186047NCBI PubMed Central
• Automated Byzantine-Resilient Clustered Decentralized Federated Learning for Battery Intelligence in Connected EVs#216794arXiv CS
• Communication-Efficient Zero-Order and First-Order Federated Learning Methods over Wireless Networks#231503HAL (France)
• Quantifying energy and accuracy trade-offs of federated learning on wearable health devices.#242321NCBI PubMed Central
• FedLiverNet: a federated learning framework for privacy-preserving and efficient liver cancer detection.#251115NCBI PubMed Central
• FedCSGA: Evolutionary client selection with joint statistical and system heterogeneity in federated learning#268418Griffith Research Online
• SCOPE-FL: A Strategy-proof Chain-based Optimal pareto efficient Federated Learning System#287108arXiv CS
• Class-Imbalance Privacy-Preserving Federated Learning for Decentralized Fault Diagnosis With Biometric Authentication#303027Semantic Scholar
• DAG-CTFL: DAG Blockchain Cross-Layer Authentication Framework for Trustworthy IoV Federated Learning.#315719NCBI PubMed Central
• Entropy-Regularized Probabilistic Gates for Sparse Model Discovery in Scarce-Data Federated Learning#329060arXiv CS
• Survey: federated learning data security and privacy-preserving in edge-Internet of Things#341900Semantic Scholar
• Intelligent deep federated learning model for enhancing security in internet of things enabled edge computing environment#341903Semantic Scholar
• Secure and Flexible Privacy-Preserving Federated Learning Based on Multi-Key Fully Homomorphic Encryption#341908Semantic Scholar
• Air-Plan: Query-Optimized Topology Selection for Over-the-Air Decentralized Federated Learning#343435arXiv CS
• FEDetect: A Federated Learning-Based Malware Detection and Classification Using Deep Neural Network Algorithms#361193Semantic Scholar
• Toward Production-Ready Federated Learning in Healthcare: Privacy, Orchestration, and Governance in MLOps#363339arXiv CS
• Continual Learning with Elastic Regularization and Synthetic Replay for Federated MLLM Fine-Tuning#366233arXiv CS