federated-learning

Documents about federated-learning

• Physically Constrained Federated Additive Models for O-RAN SLA-Risk Prediction#682772arXiv (OAI Expanded)
• Physically Constrained Federated Additive Models for O-RAN SLA-Risk Prediction#684547arXiv (All)
• FL-TWIN: a unified federated learning system for intrusion detection with digital twins modelling.#685904NCBI PubMed Central
• D-FROST: Decentralized Federated pRompt-tuning via Optimal tranSporT for Non-IID and Imbalanced Data#822228arXiv (All)
• Federated Attack Campaign Detection via Contrastive Encoding of Threat Indicators in Gradient Updates#971481arXiv (All)
• Improving Federated Graph Recommendation with Semantic Guidance#972446arXiv (All)
• Federated Learning for Cross-Modality Medical Image Segmentation via Augmentation-Driven Generalization#987595arXiv (All)
• Explanation-Guided Federated Deep Reinforcement Learning for Joint Resource Allocation and Scheduling in 6G in-X Subnetworks#1028630arXiv CS
• CCEO-DCABNet: Chronological Chaotic Evolution Optimization-Enabled Hybrid Deep Learning for Multiclass Disease Classification Using Chest X-Ray Images in Federated Learning.#368378NCBI PubMed Central
• Adaptive Compressed Sensing Differential Privacy Federated Learning Based on Orbital Spatiotemporal Characteristics in Space-Air-Ground Networks.#1166NCBI PubMed Central
• Blockchain and federated Q-learning-based secure, fault tolerant, and energy efficient framework for ad hoc networks.#1195NCBI PubMed Central
• A robust and verifiable federated learning framework for preventing data poisonous threats in e-health.#1452NCBI PubMed Central
• Federated learning with continual update for privacy-preserving clinical event prediction across distributed hospitals using MCN-GNN.#30788NCBI PubMed Central
• User Activity Analysis Via Network Traffic Using DNN and Optimized Federated Learning based Privacy Preserving Method in Mobile Wireless Networks#88373PhilArchive
• A fully homomorphic encryption federated learning architecture for privacy preserving in industrial internet of things.#121110NCBI PubMed Central
• FedIFL: A federated cross-domain diagnostic framework for motor-driven systems with inconsistent fault modes#128385arXiv (OAI)
• An international multi-centre study to develop and validate federated learning-based prognostic models for anal cancer.#150121NCBI PubMed Central
• Trustworthy intelligent rooms: integrating blockchain, federated learning, and data-centric AI for healthcare 4.0.#160047NCBI PubMed Central
• FLIBD: A Federated Learning-Based IoT Big Data Management Approach for Privacy-Preserving over Apache Spark with FATE#177329Semantic Scholar
• Federated Learning and Blockchain Integration for Privacy Protection in the Internet of Things: Challenges and Solutions#177332Semantic Scholar
• A Practical Implementation of Medical Privacy-Preserving Federated Learning Using Multi-Key Homomorphic Encryption and Flower Framework#177336Semantic Scholar
• FedBlockHealth: A Synergistic Approach to Privacy and Security in IoT-Enabled Healthcare Through Federated Learning and Blockchain#199735Semantic Scholar
• Interpretable Semi-federated Learning for Multimodal Cardiac Imaging and Risk Stratification: A Privacy-Preserving Framework.#258185NCBI PubMed Central
• Secure healthcare data management using federated learning, blockchain, and explainable artificial intelligence: a systematic review.#288750NCBI PubMed Central
• Development and Design of FLKit: A Structured Onboarding Toolkit for Federated Learning in Health and Life Sciences#299878arXiv CS
• A privacy-preserving federated learning framework for generalizable CBCT to synthetic CT translation in head and neck.#323004NCBI PubMed Central
• Secure-CHG: A Comprehensive Framework for Robust and Fair Federated Learning via Hybrid Defense and Contribution-Aware Trust#324839arXiv CS
• FedSynHAR: a framework based on feature-enhanced adaptive pruning-mutual distillation for federated human activity recognition.#326958NCBI PubMed Central
• Federated Learning-Driven Cybersecurity Framework for IoT Networks with Privacy Preserving and Real-Time Threat Detection Capabilities#341890Semantic Scholar
• Adaptive homomorphic federated learning framework for multi-institutional medical imaging with optimized diagnostic accuracy.#351548NCBI PubMed Central
• Federated sparse-learning framework for detecting low-rate stealth attacks in resource-constrained IoT devices.#358552NCBI PubMed Central
• FedAK: a semi-supervised one-shot framework for heterogeneous federated learning via feature-level attention-based knowledge distillation#364109HAL (France)
• A federated learning-benchmarking framework for privacy-preserving UAV intrusion detection using adaptive aggregation algorithms.#368369NCBI PubMed Central
• Hierarchical proof of trust a Byzantine fault tolerant federated learning framework for industrial IoT applications.#371734NCBI PubMed Central
• Cluster-Aware Over-the-Air Federated Learning with Energy-Harvesting Devices: From Global Training to Model Personalization#423936arXiv CS
• Neural-network-inspired federated coordination for noise-tolerant distributed optimization in cyber-physical demand-side management.#437009NCBI PubMed Central
• JS-Drift: A reproducible Jensen-Shannon divergence procedure for drift-aware client weighting in federated learning.#440816NCBI PubMed Central
• Attention U-Net with differential privacy in federated learning framework for brain stroke lesion segmentation.#465342NCBI PubMed Central
• Byzantine robust federated learning for heterogeneous brain MRI using multisignal gradient fingerprinting and adaptive trust aggregation.#465416NCBI PubMed Central
• A review of federated learning: architectures, challenges, and targeted solutions#477464Springer Nature OA
• Multicenter Privacy-Preserving Federated Models for Predicting Postoperative Delirium and Acute Kidney Injury in Older Patients.#480844NCBI PubMed Central
• FedPA-LoRA: Product-Aligned Framework for Mitigating Aggregation and Initialization Errors in Heterogeneous Federated LoRA#614383arXiv (OAI Expanded)
• FedPA-LoRA: Product-Aligned Framework for Mitigating Aggregation and Initialization Errors in Heterogeneous Federated LoRA#615350arXiv (All)
• FractalNet-Based Heterogeneous Federated Learning for Orbital Edge Intelligence in Satellite Mega-Constellations: A Wildfire Case Study#627659arXiv CS
• A multimodal federated learning framework for remote sensing image classification / Barış Büyüktaş, Gencer Sumbul, Begüm Demir#628956Deutsche Nationalbibliothek
• Edge-native intelligence for 6G communications driven by federated learning: a survey of trends and challenges#684850Enlighten Publications
• Federated learning from molecules to processes: A perspective / Jan Gerald Rittig, Clemens Josef Kortmann#780382Deutsche Nationalbibliothek
• SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning#385449OpenAlex
• Topology-Aware Differential Privacy in Hierarchical Federated Learning#633260arXiv (OAI Expanded)
• Topology-Aware Differential Privacy in Hierarchical Federated Learning#635609arXiv (All)