Federated Composite Saddle Point Optimization May 25, 2023 Federated Learning
— Unverified Federated Neural Compression Under Heterogeneous Data May 25, 2023 Federated Learning Personalized Federated Learning
— Unverified pFedSim: Similarity-Aware Model Aggregation Towards Personalized Federated Learning May 25, 2023 Federated Learning Personalized Federated Learning
— Unverified Incentivizing Honesty among Competitors in Collaborative Learning and Optimization May 25, 2023 Federated Learning
— Unverified Federated Learning Model Aggregation in Heterogenous Aerial and Space Networks May 24, 2023 Diversity Federated Learning
— Unverified Local SGD Accelerates Convergence by Exploiting Second Order Information of the Loss Function May 24, 2023 Federated Learning
— Unverified Theoretically Principled Federated Learning for Balancing Privacy and Utility May 24, 2023 Federated Learning
— Unverified Towards More Suitable Personalization in Federated Learning via Decentralized Partial Model Training May 24, 2023 Federated Learning Personalized Federated Learning
— Unverified Stochastic Unrolled Federated Learning May 24, 2023 Federated Learning Graph Neural Network
Code Code Available Fair Differentially Private Federated Learning Framework May 23, 2023 Fairness Federated Learning
— Unverified Federated Variational Inference: Towards Improved Personalization and Generalization May 23, 2023 Bayesian Inference Federated Learning
— Unverified CorrFL: Correlation-based Neural Network Architecture for Unavailability Concerns in a Heterogeneous IoT Environment May 23, 2023 Federated Learning Representation Learning
Code Code Available Explicit Personalization and Local Training: Double Communication Acceleration in Federated Learning May 22, 2023 Federated Learning
Code Code Available Asynchronous Multi-Model Dynamic Federated Learning over Wireless Networks: Theory, Modeling, and Optimization May 22, 2023 Federated Learning Scheduling
— Unverified When Federated Recommendation Meets Cold-Start Problem: Separating Item Attributes and User Interactions May 22, 2023 Attribute Federated Learning
Code Code Available Federated Learning of Medical Concepts Embedding using BEHRT May 22, 2023 Federated Learning Language Modeling
Code Code Available One-Shot Federated Learning for LEO Constellations that Reduces Convergence Time from Days to 90 Minutes May 21, 2023 Federated Learning Knowledge Distillation
— Unverified Privacy in Multimodal Federated Human Activity Recognition May 20, 2023 Activity Recognition Federated Learning
— Unverified Can Public Large Language Models Help Private Cross-device Federated Learning? May 20, 2023 Federated Learning
— Unverified V2X-Boosted Federated Learning for Cooperative Intelligent Transportation Systems with Contextual Client Selection May 19, 2023 Autonomous Driving Clustering
— Unverified PS-FedGAN: An Efficient Federated Learning Framework Based on Partially Shared Generative Adversarial Networks For Data Privacy May 19, 2023 Federated Learning
— Unverified Trustworthy Federated Learning: A Survey May 19, 2023 Fairness Federated Learning
— Unverified Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning Methods May 19, 2023 Fairness Federated Learning
Code Code Available Goal-Oriented Communications in Federated Learning via Feedback on Risk-Averse Participation May 19, 2023 Federated Learning
— Unverified Federated Foundation Models: Privacy-Preserving and Collaborative Learning for Large Models May 19, 2023 Federated Learning Lifelong learning
— Unverified Efficient Vertical Federated Learning with Secure Aggregation May 18, 2023 Federated Learning Fraud Detection
— Unverified Is Aggregation the Only Choice? Federated Learning via Layer-wise Model Recombination May 18, 2023 Federated Learning
— Unverified Federated learning for secure development of AI models for Parkinson's disease detection using speech from different languages May 18, 2023 Diagnostic Federated Learning
— Unverified Convergence Analysis of Over-the-Air FL with Compression and Power Control via Clipping May 18, 2023 Federated Learning
— Unverified Mitigating Group Bias in Federated Learning: Beyond Local Fairness May 17, 2023 Fairness Federated Learning
Code Code Available DualFL: A Duality-based Federated Learning Algorithm with Communication Acceleration in the General Convex Regime May 17, 2023 Computational Efficiency Distributed Optimization
— Unverified Faster Federated Learning with Decaying Number of Local SGD Steps May 16, 2023 Federated Learning
— Unverified Keep It Simple: Fault Tolerance Evaluation of Federated Learning with Unreliable Clients May 16, 2023 Federated Learning
— Unverified Trustworthy Privacy-preserving Hierarchical Ensemble and Federated Learning in Healthcare 4.0 with Blockchain May 16, 2023 Federated Learning Privacy Preserving
— Unverified Smart Policy Control for Securing Federated Learning Management System May 16, 2023 Federated Learning Management
— Unverified A novel parameter decoupling approach of personalized federated learning for image analysis May 15, 2023 Federated Learning Personalized Federated Learning
— Unverified Federated Learning over Harmonized Data Silos May 15, 2023 Data Integration Federated Learning
— Unverified Quadratic Functional Encryption for Secure Training in Vertical Federated Learning May 15, 2023 Federated Learning Vertical Federated Learning
— Unverified FedAds: A Benchmark for Privacy-Preserving CVR Estimation with Vertical Federated Learning May 15, 2023 Federated Learning Privacy Preserving
— Unverified FLARE: Detection and Mitigation of Concept Drift for Federated Learning based IoT Deployments May 15, 2023 Federated Learning Scheduling
— Unverified Adaptive Federated Pruning in Hierarchical Wireless Networks May 15, 2023 Federated Learning Privacy Preserving
— Unverified Privacy-Preserving Taxi-Demand Prediction Using Federated Learning May 14, 2023 Federated Learning Prediction
— Unverified A Survey of Federated Evaluation in Federated Learning May 14, 2023 Federated Learning Survey
— Unverified Federated TD Learning over Finite-Rate Erasure Channels: Linear Speedup under Markovian Sampling May 14, 2023 Distributed Optimization Federated Learning
— Unverified Understanding and Improving Model Averaging in Federated Learning on Heterogeneous Data May 13, 2023 Federated Learning
Code Code Available A Federated Learning-based Industrial Health Prognostics for Heterogeneous Edge Devices using Matched Feature Extraction May 13, 2023 Federated Learning Privacy Preserving
— Unverified Network-GIANT: Fully distributed Newton-type optimization via harmonic Hessian consensus May 13, 2023 Distributed Optimization Federated Learning
— Unverified Utility-Maximizing Bidding Strategy for Data Consumers in Auction-based Federated Learning May 11, 2023 Federated Learning
— Unverified Divide-and-Conquer the NAS puzzle in Resource Constrained Federated Learning Systems May 11, 2023 Federated Learning Neural Architecture Search
— Unverified Multi-Tier Client Selection for Mobile Federated Learning Networks May 11, 2023 Federated Learning
— Unverified 