A Novel Attribute Reconstruction Attack in Federated Learning Aug 16, 2021 Attribute Federated Learning
— Unverified Federated Asymptotics: a model to compare federated learning algorithms Aug 16, 2021 Federated Learning Meta-Learning
— Unverified Blockchain-based Trustworthy Federated Learning Architecture Aug 16, 2021 Fairness Federated Learning
— Unverified Joint Optimization in Edge-Cloud Continuum for Federated Unsupervised Person Re-identification Aug 14, 2021 Federated Learning Person Re-Identification
— Unverified Collaborative Unsupervised Visual Representation Learning from Decentralized Data Aug 14, 2021 Contrastive Learning Federated Learning
Code Code Available A Contract Theory based Incentive Mechanism for Federated Learning Aug 12, 2021 Federated Learning
— Unverified Dynamic Attention-based Communication-Efficient 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 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 The Effect of Training Parameters and Mechanisms on Decentralized Federated Learning based on MNIST Dataset Aug 7, 2021 Federated Learning
Code Code Available Secure Neuroimaging Analysis using Federated Learning with Homomorphic Encryption Aug 7, 2021 Benchmarking 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 Fed-BEV: A Federated Learning Framework for Modelling Energy Consumption of Battery Electric Vehicles Aug 5, 2021 energy management Federated Learning
— Unverified Personalized Federated Learning with Clustering: Non-IID Heart Rate Variability Data Application Aug 4, 2021 Clustering Federated Learning
— Unverified Secure and Privacy-Preserving Federated Learning via Co-Utility Aug 4, 2021 Federated Learning Management
— 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 Evaluating Federated Learning for Intrusion Detection in Internet of Things: Review and Challenges Aug 2, 2021 Federated Learning Intrusion Detection
— Unverified Distributed Learning for Time-varying Networks: A Scalable Design Jul 31, 2021 Federated Learning
— Unverified Sensing and Mapping for Better Roads: Initial Plan for Using Federated Learning and Implementing a Digital Twin to Identify the Road Conditions in a Developing Country -- Sri Lanka Jul 30, 2021 Edge-computing 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 Private Retrieval, Computing and Learning: Recent Progress and Future Challenges Jul 30, 2021 Distributed Computing Federated Learning
— Unverified QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning Jul 29, 2021 Federated Learning Knowledge Distillation
— Unverified HAFLO: GPU-Based Acceleration for Federated Logistic Regression Jul 29, 2021 Federated Learning GPU
— Unverified New Metrics to Evaluate the Performance and Fairness of Personalized Federated Learning Jul 28, 2021 Fairness Federated Learning
— Unverified Federated Learning Meets Natural Language Processing: A Survey Jul 27, 2021 Federated Learning Survey
— Unverified A Payload Optimization Method for Federated Recommender Systems Jul 27, 2021 Federated Learning Recommendation Systems
— Unverified Towards Industrial Private AI: A two-tier framework for data and model security Jul 27, 2021 Federated Learning
— Unverified Preliminary Steps Towards Federated Sentiment Classification Jul 26, 2021 Classification Dimensionality Reduction
— Unverified Aggregate or Not? Exploring Where to Privatize in DNN Based Federated Learning Under Different Non-IID Scenes Jul 26, 2021 Federated Learning
— Unverified LEGATO: A LayerwisE Gradient AggregaTiOn Algorithm for Mitigating Byzantine Attacks in Federated Learning Jul 26, 2021 Federated Learning
— Unverified Accelerated Gradient Descent Learning over Multiple Access Fading Channels Jul 26, 2021 Federated Learning
— Unverified Federated Learning with Fair Worker Selection: A Multi-Round Submodular Maximization Approach Jul 25, 2021 Fairness Federated Learning
— Unverified Federated Semi-Supervised Multi-Task Learning to Detect COVID-19 and Lungs Segmentation Marking Using Chest Radiography Images and Raspberry Pi Devices: An Internet of Medical Things Application Jul 24, 2021 Federated Learning Multi-Task Learning
Code Code Available Device Scheduling and Update Aggregation Policies for Asynchronous Federated Learning Jul 23, 2021 Federated Learning Scheduling
— Unverified Communication Efficiency in Federated Learning: Achievements and Challenges Jul 23, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning Versus Classical Machine Learning: A Convergence Comparison Jul 22, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Fed-ensemble: Improving Generalization through Model Ensembling in Federated Learning Jul 21, 2021 Federated Learning
Code Code Available Defending against Reconstruction Attack in Vertical Federated Learning Jul 21, 2021 Federated Learning Privacy Preserving
— Unverified How Does Cell-Free Massive MIMO Support Multiple Federated Learning Groups? Jul 20, 2021 Federated Learning
— Unverified Precision-Weighted Federated Learning Jul 20, 2021 Computational Efficiency Federated Learning
— Unverified Responsible and Regulatory Conform Machine Learning for Medicine: A Survey of Challenges and Solutions Jul 20, 2021 BIG-bench Machine Learning Federated Learning
— Unverified CANITA: Faster Rates for Distributed Convex Optimization with Communication Compression Jul 20, 2021 Distributed Optimization Federated Learning
— Unverified Federated Learning using Smart Contracts on Blockchains, based on Reward Driven Approach Jul 19, 2021 Federated Learning
— Unverified 