Sparse Incremental Aggregation in Satellite Federated Learning Jan 20, 2025 Federated Learning
— Unverified The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Jan 20, 2025 Federated Learning
— Unverified Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification Jan 20, 2025 Federated Learning image-classification
Code Code Available UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration Jan 20, 2025 Federated Learning Privacy Preserving
Code Code Available Personalized Federated Learning for Cellular VR: Online Learning and Dynamic Caching Jan 20, 2025 Edge-computing Federated Learning
— Unverified Federated Learning with Sample-level Client Drift Mitigation Jan 20, 2025 Federated Learning
— Unverified Trustformer: A Trusted Federated Transformer Jan 20, 2025 Federated Learning Privacy Preserving
— Unverified Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Jan 20, 2025 Federated Learning Quantization
— Unverified Synesthesia of Machines (SoM)-Aided FDD Precoding with Sensing Heterogeneity: A Vertical Federated Learning Approach Jan 19, 2025 Federated Learning Vertical Federated Learning
— Unverified A Novel Pearson Correlation-Based Merging Algorithm for Robust Distributed Machine Learning with Heterogeneous Data Jan 19, 2025 Data Poisoning Federated Learning
— Unverified Federated Testing (FedTest): A New Scheme to Enhance Convergence and Mitigate Adversarial Attacks in Federating Learning Jan 19, 2025 Federated Learning Privacy Preserving
— Unverified Federated Deep Reinforcement Learning for Energy Efficient Multi-Functional RIS-Assisted Low-Earth Orbit Networks Jan 19, 2025 Deep Reinforcement Learning Federated Learning
— Unverified Temporal Analysis of Adversarial Attacks in Federated Learning Jan 19, 2025 Federated Learning Outlier Detection
— Unverified pMixFed: Efficient Personalized Federated Learning through Adaptive Layer-Wise Mixup Jan 19, 2025 Federated Learning Personalized Federated Learning
— Unverified Efficient Transmission of Radiomaps via Physics-Enhanced Semantic Communications Jan 18, 2025 Edge-computing Federated Learning
— Unverified UAV-Assisted Multi-Task Federated Learning with Task Knowledge Sharing Jan 18, 2025 Federated Learning
— Unverified Distributed Quasi-Newton Method for Fair and Fast Federated Learning Jan 18, 2025 Fairness Federated Learning
— Unverified Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Jan 17, 2025 Federated Learning Privacy Preserving
— Unverified Client-Centric Federated Adaptive Optimization Jan 17, 2025 Federated Learning
— Unverified ColNet: Collaborative Optimization in Decentralized Federated Multi-task Learning Systems Jan 17, 2025 Federated Learning Multi-Task Learning
— Unverified HEART: Achieving Timely Multi-Model Training for Vehicle-Edge-Cloud-Integrated Hierarchical Federated Learning Jan 17, 2025 Federated Learning Scheduling
— Unverified pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Jan 16, 2025 Federated Learning Personalized Federated Learning
— Unverified Cooperative Decentralized Backdoor Attacks on Vertical Federated Learning Jan 16, 2025 Backdoor Attack Federated Learning
— Unverified Artificial Intelligence-Driven Clinical Decision Support Systems Jan 16, 2025 Fairness Federated Learning
— Unverified GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Jan 15, 2025 Federated Learning
Code Code Available Mitigating Domain Shift in Federated Learning via Intra- and Inter-Domain Prototypes Jan 15, 2025 Federated Learning
— Unverified Multiplayer Federated Learning: Reaching Equilibrium with Less Communication Jan 14, 2025 Federated Learning
— Unverified Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning Jan 14, 2025 Bayesian Optimisation Federated Learning
— Unverified UFGraphFR: An attempt at a federated recommendation system based on user text characteristics Jan 14, 2025 Attribute Federated Learning
Code Code Available Split Federated Learning Empowered Vehicular Edge Intelligence: Concept, Adaptive Design, and Future Directions Jan 13, 2025 Edge-computing Federated Learning
Code Code Available A Federated Deep Learning Framework for Cell-Free RSMA Networks Jan 13, 2025 CPU Deep Learning
— Unverified Reliable Imputed-Sample Assisted Vertical Federated Learning Jan 11, 2025 Federated Learning Missing Values
— Unverified SafeSplit: A Novel Defense Against Client-Side Backdoor Attacks in Split Learning (Full Version) Jan 11, 2025 Federated Learning
— Unverified Explainable Federated Bayesian Causal Inference and Its Application in Advanced Manufacturing Jan 10, 2025 Causal Inference Explainable artificial intelligence
Code Code Available STHFL: Spatio-Temporal Heterogeneous Federated Learning Jan 10, 2025 Federated Learning
— Unverified Encoded Spatial Attribute in Multi-Tier Federated Learning Jan 10, 2025 Attribute Federated Learning
— Unverified Aggregating Low Rank Adapters in Federated Fine-tuning Jan 10, 2025 Federated Learning
— Unverified Collaborative Content Moderation in the Fediverse Jan 10, 2025 Federated Learning
— Unverified FedSA: A Unified Representation Learning via Semantic Anchors for Prototype-based Federated Learning Jan 9, 2025 Classifier calibration Contrastive Learning
— Unverified A New Perspective on Privacy Protection in Federated Learning with Granular-Ball Computing Jan 9, 2025 Articles Federated Learning
Code Code Available TAPFed: Threshold Secure Aggregation for Privacy-Preserving Federated Learning Jan 9, 2025 Federated Learning Privacy Preserving
— Unverified AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Jan 8, 2025 Federated Learning
Code Code Available VerifBFL: Leveraging zk-SNARKs for A Verifiable Blockchained Federated Learning Jan 8, 2025 Federated Learning Model Poisoning
— Unverified Gradient Purification: Defense Against Poisoning Attack in Decentralized Federated Learning Jan 8, 2025 Federated Learning
— Unverified Lossless Privacy-Preserving Aggregation for Decentralized Federated Learning Jan 8, 2025 Federated Learning Privacy Preserving
— Unverified Revisiting LocalSGD and SCAFFOLD: Improved Rates and Missing Analysis Jan 8, 2025 Federated Learning Stochastic Optimization
— Unverified Decentralised Resource Sharing in TinyML: Wireless Bilayer Gossip Parallel SGD for Collaborative Learning Jan 8, 2025 Federated Learning Privacy Preserving
— Unverified Federated Fine-Tuning of LLMs: Framework Comparison and Research Directions Jan 8, 2025 Federated Learning Knowledge Distillation
— Unverified FedKD-hybrid: Federated Hybrid Knowledge Distillation for Lithography Hotspot Detection Jan 7, 2025 Federated Learning Knowledge Distillation
Code Code Available Optimizing Value of Learning in Task-Oriented Federated Meta-Learning Systems Jan 7, 2025 Fairness Federated Learning
— Unverified 