Empowering Data Mesh with Federated Learning Mar 26, 2024 Decision Making Federated Learning
Code Code Available Secure Aggregation is Not Private Against Membership Inference Attacks Mar 26, 2024 Federated Learning Privacy Preserving
Code Code Available Leak and Learn: An Attacker's Cookbook to Train Using Leaked Data from Federated Learning Mar 26, 2024 Federated Learning
— Unverified GPFL: A Gradient Projection-Based Client Selection Framework for Efficient Federated Learning Mar 26, 2024 Federated Learning
— Unverified Not All Federated Learning Algorithms Are Created Equal: A Performance Evaluation Study Mar 26, 2024 All Federated Learning
— Unverified FLIGAN: Enhancing Federated Learning with Incomplete Data using GAN Mar 25, 2024 Federated Learning Privacy Preserving
— Unverified Distributed collaborative anomalous sound detection by embedding sharing Mar 25, 2024 Federated Learning
— Unverified Differentially Private Online Federated Learning with Correlated Noise Mar 25, 2024 Federated Learning
— Unverified Accelerating Federated Learning by Selecting Beneficial Herd of Local Gradients Mar 25, 2024 Federated Learning
— Unverified Rethinking the Representation in Federated Unsupervised Learning with Non-IID Data Mar 25, 2024 Federated Learning Federated Unsupervised Learning
— Unverified FedAC: An Adaptive Clustered Federated Learning Framework for Heterogeneous Data Mar 25, 2024 Dimensionality Reduction Federated Learning
— Unverified FedFixer: Mitigating Heterogeneous Label Noise in Federated Learning Mar 25, 2024 Federated Learning
— Unverified Heterogeneous Federated Learning with Splited Language Model Mar 24, 2024 Federated Learning Language Modeling
— Unverified A Federated Parameter Aggregation Method for Node Classification Tasks with Different Graph Network Structures Mar 24, 2024 Federated Learning Graph Neural Network
— Unverified TablePuppet: A Generic Framework for Relational Federated Learning Mar 23, 2024 Federated Learning
Code Code Available Initialisation and Network Effects in Decentralised Federated Learning Mar 23, 2024 Federated Learning
— Unverified Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization Mar 22, 2024 Domain Generalization Federated Learning
— Unverified Adaptive Coded Federated Learning: Privacy Preservation and Straggler Mitigation Mar 22, 2024 Federated Learning
— Unverified Federated Bayesian Deep Learning: The Application of Statistical Aggregation Methods to Bayesian Models Mar 22, 2024 Federated Learning Uncertainty Quantification
— Unverified FedMef: Towards Memory-efficient Federated Dynamic Pruning Mar 21, 2024 Federated Learning Network Pruning
— Unverified Loop Improvement: An Efficient Approach for Extracting Shared Features from Heterogeneous Data without Central Server Mar 21, 2024 Federated Learning Multi-Task Learning
Code Code Available Advancing IIoT with Over-the-Air Federated Learning: The Role of Iterative Magnitude Pruning Mar 21, 2024 Federated Learning Model Compression
— Unverified Byzantine-resilient Federated Learning With Adaptivity to Data Heterogeneity Mar 20, 2024 Federated Learning
— Unverified Leveraging feature communication in federated learning for remote sensing image classification Mar 20, 2024 Classification Federated Learning
— Unverified When Cars meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse Weather Mar 20, 2024 Autonomous Vehicles Domain Adaptation
Code Code Available Fed-RAC: Resource-Aware Clustering for Tackling Heterogeneity of Participants in Federated Learning Mar 20, 2024 Clustering Federated Learning
Code Code Available FedNMUT -- Federated Noisy Model Update Tracking Convergence Analysis Mar 20, 2024 Federated Learning model
— Unverified Resilience in Online Federated Learning: Mitigating Model-Poisoning Attacks via Partial Sharing Mar 19, 2024 Federated Learning Model Poisoning
— Unverified AdaptSFL: Adaptive Split Federated Learning in Resource-constrained Edge Networks Mar 19, 2024 Edge-computing Federated Learning
— Unverified FedSR: A Semi-Decentralized Federated Learning Algorithm for Non-IIDness in IoT System Mar 19, 2024 Federated Learning
— Unverified Federated Semi-supervised Learning for Medical Image Segmentation with intra-client and inter-client Consistency Mar 19, 2024 Data Augmentation Federated Learning
— Unverified Improving LoRA in Privacy-preserving Federated Learning Mar 18, 2024 Computational Efficiency Federated Learning
— Unverified FedSPU: Personalized Federated Learning for Resource-constrained Devices with Stochastic Parameter Update Mar 18, 2024 Federated Learning Personalized Federated Learning
Code Code Available KnFu: Effective Knowledge Fusion Mar 18, 2024 Federated Learning Knowledge Distillation
— Unverified Federated Transfer Learning with Differential Privacy Mar 17, 2024 Federated Learning regression
— Unverified Enhancing IoT Security Against DDoS Attacks through Federated Learning Mar 16, 2024 Dimensionality Reduction Federated Learning
— Unverified FedQNN: Federated Learning using Quantum Neural Networks Mar 16, 2024 Federated Learning Quantum Machine Learning
— Unverified Federated Learning based on Pruning and Recovery Mar 16, 2024 Federated Learning
Code Code Available Feature Aggregation with Latent Generative Replay for Federated Continual Learning of Socially Appropriate Robot Behaviours Mar 16, 2024 Continual Learning CPU
— Unverified FAGH: Accelerating Federated Learning with Approximated Global Hessian Mar 16, 2024 Federated Learning
— Unverified Empowering Healthcare through Privacy-Preserving MRI Analysis Mar 14, 2024 Federated Learning Privacy Preserving
— Unverified Learning from straggler clients in federated learning Mar 14, 2024 Federated Learning
— Unverified Defense via Behavior Attestation against Attacks in Connected and Automated Vehicles based Federated Learning Systems Mar 14, 2024 Federated Learning
— Unverified DA-PFL: Dynamic Affinity Aggregation for Personalized Federated Learning Mar 14, 2024 Federated Learning Personalized Federated Learning
— Unverified Metadata-Driven Federated Learning of Connectional Brain Templates in Non-IID Multi-Domain Scenarios Mar 14, 2024 Federated Learning Privacy Preserving
— Unverified FedComLoc: Communication-Efficient Distributed Training of Sparse and Quantized Models Mar 14, 2024 Federated Learning Quantization
— Unverified Taming Cross-Domain Representation Variance in Federated Prototype Learning with Heterogeneous Data Domains Mar 14, 2024 Clustering Federated Learning
— Unverified Fairness-Aware Multi-Server Federated Learning Task Delegation over Wireless Networks Mar 14, 2024 Fairness Federated Learning
— Unverified Explainable Machine Learning-Based Security and Privacy Protection Framework for Internet of Medical Things Systems Mar 14, 2024 Anomaly Detection Explainable artificial intelligence
— Unverified AFGI: Towards Accurate and Fast-convergent Gradient Inversion Attack in Federated Learning Mar 13, 2024 Edge Detection Federated Learning
— Unverified 