Blockchain-empowered Federated Learning for Healthcare Metaverses: User-centric Incentive Mechanism with Optimal Data Freshness Jul 29, 2023 Decision Making Federated Learning
— Unverified UPFL: Unsupervised Personalized Federated Learning towards New Clients Jul 29, 2023 Federated Learning Knowledge Distillation
Code Code Available You Can Backdoor Personalized Federated Learning Jul 29, 2023 Backdoor Attack Federated Learning
Code Code Available The Applicability of Federated Learning to Official Statistics Jul 28, 2023 Federated Learning
— Unverified A Practical Recipe for Federated Learning Under Statistical Heterogeneity Experimental Design Jul 28, 2023 Experimental Design Federated Learning
Code Code Available Brain Age Estimation Using Structural MRI: A Clustered Federated Learning Approach Jul 27, 2023 Age Estimation Federated Learning
Code Code Available Federated Model Aggregation via Self-Supervised Priors for Highly Imbalanced Medical Image Classification Jul 27, 2023 Federated Learning image-classification
Code Code Available Samplable Anonymous Aggregation for Private Federated Data Analysis Jul 27, 2023 Federated Learning
— Unverified Flexible Differentially Private Vertical Federated Learning with Adaptive Feature Embeddings Jul 26, 2023 Federated Learning Vertical Federated Learning
— Unverified HyperFed: Hyperbolic Prototypes Exploration with Consistent Aggregation for Non-IID Data in Federated Learning Jul 26, 2023 Federated Learning
— Unverified Take Your Pick: Enabling Effective Personalized Federated Learning within Low-dimensional Feature Space Jul 26, 2023 Federated Learning Personalized Federated Learning
— Unverified Blockchain-based Optimized Client Selection and Privacy Preserved Framework for Federated Learning Jul 25, 2023 Federated Learning
— Unverified EdgeConvEns: Convolutional Ensemble Learning for Edge Intelligence Jul 25, 2023 Ensemble Learning Federated Learning
— Unverified SplitFed resilience to packet loss: Where to split, that is the question Jul 25, 2023 Federated Learning
— Unverified FedDRL: A Trustworthy Federated Learning Model Fusion Method Based on Staged Reinforcement Learning Jul 25, 2023 Federated Learning
— Unverified Scaff-PD: Communication Efficient Fair and Robust Federated Learning Jul 25, 2023 Fairness Federated Learning
— Unverified Mitigating Cross-client GANs-based Attack in Federated Learning Jul 25, 2023 Data-free Knowledge Distillation Federated Learning
— Unverified FedMEKT: Distillation-based Embedding Knowledge Transfer for Multimodal Federated Learning Jul 25, 2023 Activity Recognition Federated Learning
— Unverified Towards Bridging the FL Performance-Explainability Trade-Off: A Trustworthy 6G RAN Slicing Use-Case Jul 24, 2023 Decision Making Explainable Artificial Intelligence (XAI)
— Unverified Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available ProtoFL: Unsupervised Federated Learning via Prototypical Distillation Jul 23, 2023 Federated Learning One-Class Classification
— Unverified Security and Privacy Issues of Federated Learning Jul 22, 2023 Federated Learning Generative Adversarial Network
— Unverified CorrFL: Correlation-Based Neural Network Architecture for Unavailability Concerns in a Heterogeneous IoT Environment Jul 22, 2023 Federated Learning
Code Code Available Project Florida: Federated Learning Made Easy Jul 21, 2023 Federated Learning Management
— Unverified Zero-touch realization of Pervasive Artificial Intelligence-as-a-service in 6G networks Jul 21, 2023 Federated Learning
— Unverified Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition Jul 21, 2023 Fairness Federated Learning
Code Code Available Mitigating Communications Threats in Decentralized Federated Learning through Moving Target Defense Jul 21, 2023 CPU Federated Learning
Code Code Available Training Latency Minimization for Model-Splitting Allowed Federated Edge Learning Jul 21, 2023 Edge-computing Federated Learning
— Unverified MAS: Towards Resource-Efficient Federated Multiple-Task Learning Jul 21, 2023 All Federated Learning
— Unverified FedAutoMRI: Federated Neural Architecture Search for MR Image Reconstruction Jul 21, 2023 Federated Learning Image Reconstruction
— Unverified SecureBoost Hyperparameter Tuning via Multi-Objective Federated Learning Jul 20, 2023 Federated Learning Privacy Preserving
— Unverified FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model Interpolation Jul 20, 2023 Federated Learning image-classification
Code Code Available An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Jul 20, 2023 Federated Learning One-Shot Learning
Code Code Available A Survey of What to Share in Federated Learning: Perspectives on Model Utility, Privacy Leakage, and Communication Efficiency Jul 20, 2023 Federated Learning Privacy Preserving
— Unverified Communication-Efficient Federated Learning over Capacity-Limited Wireless Networks Jul 20, 2023 Federated Learning Quantization
— Unverified Private Federated Learning with Autotuned Compression Jul 20, 2023 Federated Learning
— Unverified Boosting Federated Learning Convergence with Prototype Regularization Jul 20, 2023 Federated Learning
— Unverified Heterogeneous Federated Learning: State-of-the-art and Research Challenges Jul 20, 2023 Federated Learning Survey
Code Code Available Fairness-Aware Client Selection for Federated Learning Jul 20, 2023 Fairness Federated Learning
— Unverified Blockchain-Based Federated Learning: Incentivizing Data Sharing and Penalizing Dishonest Behavior Jul 19, 2023 Fairness Federated Learning
— Unverified Graph Federated Learning Based on the Decentralized Framework Jul 19, 2023 Federated Learning Graph Learning
— Unverified Eliminating Label Leakage in Tree-Based Vertical Federated Learning Jul 19, 2023 Federated Learning Inference Attack
— Unverified Learner Referral for Cost-Effective Federated Learning Over Hierarchical IoT Networks Jul 19, 2023 Fairness Federated Learning
— Unverified FedBug: A Bottom-Up Gradual Unfreezing Framework for Federated Learning Jul 19, 2023 Federated Learning
Code Code Available Towards Federated Foundation Models: Scalable Dataset Pipelines for Group-Structured Learning Jul 18, 2023 Federated Learning Language Modeling
Code Code Available Federated Learning for Computationally-Constrained Heterogeneous Devices: A Survey Jul 18, 2023 Federated Learning Privacy Preserving
— Unverified Mobility-Aware Joint User Scheduling and Resource Allocation for Low Latency Federated Learning Jul 18, 2023 Federated Learning Scheduling
— Unverified A Federated learning model for Electric Energy management using Blockchain Technology Jul 18, 2023 energy management Federated Learning
— Unverified Explanation-Guided Fair Federated Learning for Transparent 6G RAN Slicing Jul 18, 2023 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
— Unverified Integration of Large Language Models and Federated Learning Jul 18, 2023 Federated Learning Language Modelling
— Unverified 