federated-learning

Documents about federated-learning

• Federated Learning-Based Intrusion Detection Under Data Heterogeneity (non-Iid)#456891KFUPM ePrints
• Federated Prompt Learning: A Unified Framework, Empirical Analysis, and Future Directions#458256arXiv CS
• Designing Sustainable Federated Learning as a Service using Neural Architecture Search#458331arXiv CS
• A Federated Learning Framework for Privacy-Preserving Oral Cancer Screening on Smartphones#471194arXiv CS
• Keyed Provenance Watermarking with Complementary Lattice-Based Secure Aggregation for Federated Learning#480010arXiv CS
• Age-of-Gradient Updates for Federated Learning over Random Access Channels#614587electronic library
• Federated Compositional Muon Optimizer for Matrix-Wise Models#628263arXiv (OAI Expanded)
• Federated Compositional Muon Optimizer for Matrix-Wise Models#630125arXiv (All)
• CACTUS: Mask-Guided Semantic Clean-Label Backdoors in Decentralized Federated Learning#632813arXiv CS
• FL-MAESTRO: Multi-Agent LLM Orchestration for Resource-Constrained Federated Learning#656948arXiv (OAI Expanded)
• FL-MAESTRO: Multi-Agent LLM Orchestration for Resource-Constrained Federated Learning#659084arXiv (All)
• Solution-space heterogeneity shapes federated learning dynamics across partial differential equations#660780arXiv CS
• Resilience Beyond Stationary Client Unavailability: Unlocking Efficient and Unbiased Federated Learning#660782arXiv CS
• Verifiable Secure Aggregation via Dual Servers with Linear Tags in Federated Learning#664277arXiv (OAI Expanded)
• Verifiable Secure Aggregation via Dual Servers with Linear Tags in Federated Learning#665777arXiv (All)
• CoCoFL_Continual_Computing_for_Federated_Learning_over_Intermittent_Satellite-Ground_Links#668016arXiv CS
• FedPome: federated deep learning for real-time pomegranate disease classification.#685732NCBI PubMed Central
• Privacy-Enhanced AI for IoT: Federated Learning in Security Applications#722415PhilArchive
• Scalability and Performance Evaluation of Federated Learning Frameworks: A Comparative Analysis#919340arXiv CS
• Privacy-enhanced federated learning via asynchronous aggregation and local differential perturbation#919510arXiv CS
• FedPS: Federated Preprocessing for structured data via aggregated Statistics#925921arXiv (All)
• Hierarchical Federated Learning for Unsupervised Waveform Classification over Tactical MANETs#998256arXiv (All)
• FedHUR: Learning Hierarchical Utility-Guided Client Relations for Personalized Federated Recommendation#999334arXiv (All)
• Joint Optimization of Training and Inference in Federated Edge Learning via Constrained Multi-Objective Deep Reinforcement Learning#224442arXiv CS
• FedGMM: Robust Temporal Multimodal Federated Learning Under Missing Modalities#381280Springer Nature OA
• Temperature Scaling Attack Disrupting Model Confidence in Federated Learning#925917arXiv (All)
• Pushing the (Decision) Boundaries: Dynamically Calibrating Differentially Private Noise to Explainability in Federated Learning#926729arXiv (All)
• MUC-FL: Block-Wise Marginal Utility Contribution for Communication-Efficient Federated Learning#997551arXiv (All)
• FED-FSTQ: Fisher-Guided Token Quantization for Communication-Efficient Federated Fine-Tuning of LLMs on Edge Devices#141498arXiv CS
• Smart Livestock: A Federated Learning Based System for Real-Time Cattle Health, Stress and Water Resource Monitoring.#148196NCBI PubMed Central
• BIPPO: Budget-Aware Independent PPO for Energy-Efficient Federated Learning Services#650671arXiv (OAI Expanded)
• BIPPO: Budget-Aware Independent PPO for Energy-Efficient Federated Learning Services#652124arXiv (All)
• CALM: Class-wise Agreement and Label-gated Disagreement Modulation for Decentralized Federated Learning#973504arXiv (All)
• SeaCausal-FL: Federated Fuzzy Causal Learning for Maritime IoT Fault Diagnosis and Counterfactual Reasoning#973850arXiv (All)
• Robust Decentralized Personalized Federated Learning via Prediction-Constrained Neighborhood Collaboration#975362arXiv (All)
• When Topology Betrays Privacy: Lattice-Based Reconstruction Attacks on Secure Aggregation in Decentralized Federated Learning#985828arXiv (All)
• A Full Compression Pipeline for Green Federated Learning in Communication-Constrained Environments#10311arXiv CS
• A Full Compression Pipeline for Green Federated Learning in Communication-Constrained Environments#13072arXiv CS
• Robust Synchronisation for Federated Learning in The Face of Correlated Device Failure#31240arXiv CS
• CroSatFL: Energy-Efficient Federated Learning with Cross-Aggregation for Satellite Edge Computing#31246arXiv CS
• Federated learning for fair autism spectrum disorder screening across age-heterogeneous populations.#122843NCBI PubMed Central
• Differentially Private Clustered Federated Learning with Privacy-Preserving Initialization and Normality-Driven Aggregation#123953arXiv CS
• CHRONOS: A Hardware-Assisted Phase-Decoupled Framework for Secure Federated Learning in IoT#123989arXiv CS
• FedSIR: Spectral Client Identification and Relabeling for Federated Learning with Noisy Labels#124006arXiv CS
• Optimal Routing for Federated Learning over Dynamic Satellite Networks: Tractable or Not?#124022arXiv CS
• Privacy-Preserving Federated Learning for Feeder-Level Outage Prediction in Distribution Grids#126956DataCite
• Privacy-Preserving Federated Learning for Feeder-Level Outage Prediction in Distribution Grids#126957DataCite
• Task-agnostic Low-rank Residual Adaptation for Efficient Federated Continual Fine-Tuning#131326arXiv (OAI)
• Data-Free Contribution Estimation in Federated Learning using Gradient von Neumann Entropy#134520arXiv CS
• A Taxonomy and Resolution Strategy for Client-Level Disagreements in Federated Learning#138901arXiv CS