federated-learning

Documents about federated-learning

• Optimizing Server Placement for Vertical Federated Learning in Dynamic Edge/Fog Networks#175170arXiv CS
• Graph Representation Learning Augmented Model Manipulation on Federated Fine-Tuning of LLMs#175182arXiv CS
• AFLPC: An Asynchronous Federated Learning Privacy-Preserving Computing Model Applied to 5G-V2X#177238Semantic Scholar
• Advancing Power System Services With Privacy-Preserving Federated Learning Techniques: A Review#177263Semantic Scholar
• FedML-HE: An Efficient Homomorphic-Encryption-Based Privacy-Preserving Federated Learning System#177272Semantic Scholar
• Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning#177276Semantic Scholar
• Exploring Homomorphic Encryption and Differential Privacy Techniques towards Secure Federated Learning Paradigm#177279Semantic Scholar
• Advancing Federated Learning Through Novel Mechanism for Privacy Preservation in Healthcare Applications#177288Semantic Scholar
• OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning#177299Semantic Scholar
• Privacy-Preserving Federated Learning of Remote Sensing Image Classification With Dishonest Majority#177301Semantic Scholar
• Federated Learning in Mobile Edge Networks: A Comprehensive Survey#177303Semantic Scholar
• Randomized Quantization is All You Need for Differential Privacy in Federated Learning#177309Semantic Scholar
• Privacy-preserving federated machine learning on FAIR health data: A real-world application#177316Semantic Scholar
• Privacy-by-Design with Federated Learning will drive future Rare Disease Research.#182480NCBI PubMed Central
• Federated Knowledge Distillation for Multi-Model Architectures Lithography Hotspot Detection#183187arXiv (OAI)
• A Resilient Genetic-centric Aggregation for Hierarchical Federated Learning against Scaling Attacks#280393HAL (France)
• HADES: Privacy-Preserving Federated Learning via Selective Feature Encryption and Hybrid Model Fusion#299827arXiv CS
• Nautilus: A Verifiable Hierarchical Federated Learning Framework for Vehicular-Edge-Cloud Systems#299884arXiv CS
• Federated learning for intrusion detection in IoT environments: a privacy-preserving strategy#341893Semantic Scholar
• Multi-modal federated learning with differential privacy for privacy-preserving healthcare AI.#358345NCBI PubMed Central
• Wireless Decentralized Federated Learning via Device Clustering and Inter-Cluster Link Enhancement#361432arXiv CS
• Mixed-Timescale Differential Coding for Downlink Model Broadcast in Wireless Federated Learning#370311arXiv CS
• Chained Attacks on Drone-Based Federated Learning: From Network Disruption to Device Impersonation#394330arXiv CS
• Optimized IoT clustering and assignment in semi-synchronous federated learning.#402885NCBI PubMed Central
• Flexible and scalable federated learning with deep feature prompts for digital pathology.#409344NCBI PubMed Central
• Game-Theoretic Optimized Federated Learning for Heterogeneous IoT Object Detection.#415710NCBI PubMed Central
• Reputation-driven Cooperation in Lattice-based Decentralized Federated Learning through Evolutionary Game Theory#423860arXiv CS
• FedSceneX: Time-to-Target Orchestration for Same-Scene Multimodal Federated Edge Learning#441739arXiv CS
• Privacy-preserving federated learning for collaborative medical data mining in multi-institutional settings#447729Semantic Scholar
• A scoping review of the governance of federated learning in healthcare#447732Semantic Scholar
• Understanding Backdoor Vulnerabilities in Vertical Federated Learning: The Gap Between Research and Practice#451235arXiv CS
• FedAD: adaptive federated disentanglement for domain generalization in unlabeled medical imaging.#452815NCBI PubMed Central
• Hybrid Quantum-inspired Kolmogorov-Arnold Networks for Privacy-Aware Federated Biosignal Learning#458255arXiv CS
• An Adaptive Gradient Clipping and Noise Injection Mechanism for Differentially Private Federated Learning#459586arXiv CS
• Quantum-Augmented Federated AI for Adaptive Pharmacogenomic Precision Oncology: A Perspective.#469116NCBI PubMed Central
• Enhancing Privacy in Federated Learning via Dual Obfuscation of Gradients and Training Images#471192arXiv CS
• BackDFL: A Unified Benchmark For Backdoor Attacks and Defenses In Decentralized Federated Learning#479986arXiv CS
• UniFed-VLM: Federated Instruction Tuning for Vision-Language Models with Multiple Heterogeneity#616177arXiv (OAI Expanded)
• UniFed-VLM: Federated Instruction Tuning for Vision-Language Models with Multiple Heterogeneity#616677arXiv (All)
• Federated Learning Meets Random Access: Energy-Efficient Uplink Resource Allocation#668414arXiv (OAI Expanded)
• Federated Learning Meets Random Access: Energy-Efficient Uplink Resource Allocation#670479arXiv (All)
• FL‐IDPP: A Federated Learning Based Intrusion Detection Approach With Privacy Preservation#673253Semantic Scholar
• Federated Learning for Reliable mmWave Systems: Vision-Aided Dynamic Blockages Prediction#684849Enlighten Publications
• Secure adaptive federated learning for scalable anomaly detection in industrial IoT networks.#685917NCBI PubMed Central
• Personalized and Multi-View Representation for Federated Cold-Start Recommendation#779738arXiv (OAI Expanded)
• Personalized and Multi-View Representation for Federated Cold-Start Recommendation#781113arXiv (All)
• GreenFLag: A Green Agentic Approach for Energy-Efficient Federated Learning#820403arXiv (All)
• Federated Learning on the American Science Cloud using APPFL#822629arXiv (All)
• FedGenSC: Federated Generative Semantic Communication with Channel-Aware Adaptation#985933arXiv (All)
• Federated Deep Clustering Networks for High-Dimensional and Heterogeneous Data#1036218arXiv (All)