Mobility-Aware Cluster Federated Learning in Hierarchical Wireless Networks Aug 20, 2021 Federated Learning
— Unverified FedSkel: Efficient Federated Learning on Heterogeneous Systems with Skeleton Gradients Update Aug 20, 2021 Federated Learning
Code Code Available Cross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning Aug 19, 2021 Federated Learning
— Unverified Towards More Efficient Federated Learning with Better Optimization Objects Aug 19, 2021 Federated Learning
— Unverified Order Optimal Bounds for One-Shot Federated Learning over non-Convex Loss Functions Aug 19, 2021 Federated Learning
— Unverified Multi-task Federated Learning for Heterogeneous Pancreas Segmentation Aug 19, 2021 Federated Learning Image Segmentation
— Unverified Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning Aug 19, 2021 All Fairness
Code Code Available Multi-Center Federated Learning: Clients Clustering for Better Personalization Aug 19, 2021 Clustering Decision Making
Code Code Available EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning Aug 19, 2021 Federated Learning
Code Code Available Practical and Secure Federated Recommendation with Personalized Masks Aug 18, 2021 Federated Learning Recommendation Systems
— Unverified Learning Federated Representations and Recommendations with Limited Negatives Aug 18, 2021 Federated Learning Privacy Preserving
— Unverified Collaboration Equilibrium in Federated Learning Aug 18, 2021 Federated Learning
Code Code Available Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data Aug 18, 2021 Federated Learning Privacy Preserving
Code Code Available Federated Learning with Correlated Data: Taming the Tail for Age-Optimal Industrial IoT Aug 17, 2021 Federated Learning Model Selection
— Unverified Federated Multi-Target Domain Adaptation Aug 17, 2021 Domain Adaptation Federated Learning
— Unverified Aggregation Delayed Federated Learning Aug 17, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Client Selection Approach in Support of Clustered Federated Learning over Wireless Edge Networks Aug 16, 2021 Federated Learning Scheduling
— Unverified Federated Asymptotics: a model to compare federated learning algorithms Aug 16, 2021 Federated Learning Meta-Learning
— Unverified Aegis: A Trusted, Automatic and Accurate Verification Framework for Vertical Federated Learning Aug 16, 2021 Federated Learning Privacy Preserving
— Unverified FedChain: Chained Algorithms for Near-Optimal Communication Cost in Federated Learning Aug 16, 2021 Federated Learning Image Classification
— Unverified A Novel Attribute Reconstruction Attack in Federated Learning Aug 16, 2021 Attribute Federated Learning
— Unverified Blockchain-based Trustworthy Federated Learning Architecture Aug 16, 2021 Fairness Federated Learning
— Unverified Federated Adversarial Debiasing for Fair and Transferable Representations Aug 14, 2021 Domain Adaptation Federated Learning
Code Code Available Collaborative Unsupervised Visual Representation Learning from Decentralized Data Aug 14, 2021 Contrastive Learning Federated Learning
Code Code Available Joint Optimization in Edge-Cloud Continuum for Federated Unsupervised Person Re-identification Aug 14, 2021 Federated Learning Person Re-Identification
— Unverified FedPara: Low-Rank Hadamard Product for Communication-Efficient Federated Learning Aug 13, 2021 Federated Learning
Code Code Available Dynamic Attention-based Communication-Efficient Federated Learning Aug 12, 2021 Federated Learning
— Unverified A Contract Theory based Incentive Mechanism for Federated Learning Aug 12, 2021 Federated Learning
— Unverified An Operator Splitting View of Federated Learning Aug 12, 2021 Federated Learning
— Unverified Communication Optimization in Large Scale Federated Learning using Autoencoder Compressed Weight Updates Aug 12, 2021 Decoder Federated Learning
— Unverified FedMatch: Federated Learning Over Heterogeneous Question Answering Data Aug 11, 2021 Federated Learning Privacy Preserving
Code Code Available ABC-FL: Anomalous and Benign client Classification in Federated Learning Aug 10, 2021 Classification Data Poisoning
— Unverified FedPAGE: A Fast Local Stochastic Gradient Method for Communication-Efficient Federated Learning Aug 10, 2021 Federated Learning
— Unverified FederatedNILM: A Distributed and Privacy-preserving Framework for Non-intrusive Load Monitoring based on Federated Deep Learning Aug 8, 2021 Deep Learning Federated Learning
— Unverified Secure Neuroimaging Analysis using Federated Learning with Homomorphic Encryption Aug 7, 2021 Benchmarking Federated Learning
— Unverified The Effect of Training Parameters and Mechanisms on Decentralized Federated Learning based on MNIST Dataset Aug 7, 2021 Federated Learning
Code Code Available Fed-BEV: A Federated Learning Framework for Modelling Energy Consumption of Battery Electric Vehicles Aug 5, 2021 energy management Federated Learning
— Unverified User Scheduling for Federated Learning Through Over-the-Air Computation Aug 5, 2021 Federated Learning Scheduling
— Unverified GIFAIR-FL: A Framework for Group and Individual Fairness in Federated Learning Aug 5, 2021 Fairness Federated Learning
— Unverified On Addressing Heterogeneity in Federated Learning for Autonomous Vehicles Connected to a Drone Orchestrator Aug 5, 2021 Autonomous Vehicles Federated Learning
— Unverified Multi-task Federated Edge Learning (MtFEEL) in Wireless Networks Aug 5, 2021 Federated Learning
— Unverified Secure and Privacy-Preserving Federated Learning via Co-Utility Aug 4, 2021 Federated Learning Management
— Unverified FedJAX: Federated learning simulation with JAX Aug 4, 2021 Federated Learning
Code Code Available Personalized Federated Learning with Clustering: Non-IID Heart Rate Variability Data Application Aug 4, 2021 Clustering Federated Learning
— Unverified Evaluating Federated Learning for Intrusion Detection in Internet of Things: Review and Challenges Aug 2, 2021 Federated Learning Intrusion Detection
— Unverified Information Stealing in Federated Learning Systems Based on Generative Adversarial Networks Aug 2, 2021 Federated Learning
— Unverified Communication-Efficient Federated Learning via Predictive Coding Aug 2, 2021 Data Compression Federated Learning
Code Code Available A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee Aug 1, 2021 Federated Learning
Code Code Available Distributed Learning for Time-varying Networks: A Scalable Design Jul 31, 2021 Federated Learning
— Unverified Decentralized Deep Learning for Multi-Access Edge Computing: A Survey on Communication Efficiency and Trustworthiness Jul 30, 2021 Distributed Computing Edge-computing
— Unverified 