Faster Non-Convex Federated Learning via Global and Local Momentum Dec 7, 2020 Federated Learning
— Unverified Design and Analysis of Uplink and Downlink Communications for Federated Learning Dec 7, 2020 Federated Learning Quantization
— Unverified Dynamic Clustering in Federated Learning Dec 7, 2020 Clustering Federated Learning
— Unverified TornadoAggregate: Accurate and Scalable Federated Learning via the Ring-Based Architecture Dec 6, 2020 Federated Learning
— Unverified Probabilistic Federated Learning of Neural Networks Incorporated with Global Posterior Information Dec 6, 2020 Federated Learning
— Unverified SoK: Training Machine Learning Models over Multiple Sources with Privacy Preservation Dec 6, 2020 BIG-bench Machine Learning Federated Learning
— Unverified FedSiam: Towards Adaptive Federated Semi-Supervised Learning Dec 6, 2020 Federated Learning
— Unverified Accurate and Fast Federated Learning via Combinatorial Multi-Armed Bandits Dec 6, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Mitigating Bias in Federated Learning Dec 4, 2020 Fairness Federated Learning
— Unverified Federated Learning with Heterogeneous Labels and Models for Mobile Activity Monitoring Dec 4, 2020 Activity Recognition BIG-bench Machine Learning
— Unverified FAT: Federated Adversarial Training Dec 3, 2020 Adversarial Robustness Federated Learning
— Unverified Federated Learning for Personalized Humor Recognition Dec 3, 2020 Diversity Federated Learning
— Unverified Distributed Machine Learning for Wireless Communication Networks: Techniques, Architectures, and Applications Dec 2, 2020 BIG-bench Machine Learning Cloud Computing
— Unverified Blockchain Assisted Decentralized Federated Learning (BLADE-FL) with Lazy Clients Dec 2, 2020 Federated Learning
— Unverified Second-Order Guarantees in Federated Learning Dec 2, 2020 Deep Learning Federated Learning
— Unverified MYSTIKO : : Cloud-Mediated, Private, Federated Gradient Descent Dec 1, 2020 Federated Learning
— Unverified A Systematic Literature Review on Federated Learning: From A Model Quality Perspective Dec 1, 2020 Articles Federated Learning
— Unverified Federated Marginal Personalization for ASR Rescoring Dec 1, 2020 Federated Learning speech-recognition
— Unverified Federated Learning for Spoken Language Understanding Dec 1, 2020 Federated Learning Intent Detection
— Unverified Communication-Efficient Federated Distillation Dec 1, 2020 Federated Learning image-classification
— Unverified Personalized Federated Learning with Theoretical Guarantees: A Model-Agnostic Meta-Learning Approach Dec 1, 2020 Federated Learning Meta-Learning
— Unverified Fast-Convergent Federated Learning with Adaptive Weighting Dec 1, 2020 Federated Learning
— Unverified Edge-assisted Democratized Learning Towards Federated Analytics Dec 1, 2020 Distributed Computing Edge-computing
— Unverified Privacy-Preserving Federated Learning for UAV-Enabled Networks: Learning-Based Joint Scheduling and Resource Management Nov 28, 2020 Distributed Computing Federated Learning
— Unverified LocKedge: Low-Complexity Cyberattack Detection in IoT Edge Computing Nov 28, 2020 Edge-computing Federated Learning
— Unverified Advancements of federated learning towards privacy preservation: from federated learning to split learning Nov 25, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Optimizing Resource-Efficiency for Federated Edge Intelligence in IoT Networks Nov 25, 2020 Federated Learning
— Unverified Wyner-Ziv Estimators for Distributed Mean Estimation with Side Information and Optimization Nov 24, 2020 Distributed Optimization Federated Learning
Code Code Available Federated Semi-Supervised Learning for COVID Region Segmentation in Chest CT using Multi-National Data from China, Italy, Japan Nov 23, 2020 Federated Learning Management
— Unverified Improving Federated Relational Data Modeling via Basis Alignment and Weight Penalty Nov 23, 2020 Federated Learning Graph Neural Network
— Unverified Federated learning with class imbalance reduction Nov 23, 2020 Edge-computing Federated Learning
— Unverified LINDT: Tackling Negative Federated Learning with Local Adaptation Nov 23, 2020 Federated Learning
— Unverified A decentralized aggregation mechanism for training deep learning models using smart contract system for bank loan prediction Nov 22, 2020 Federated Learning
— Unverified FedEval: A Holistic Evaluation Framework for Federated Learning Nov 19, 2020 Benchmarking Federated Learning
— Unverified FLaaS: Federated Learning as a Service Nov 18, 2020 CPU Federated Learning
— Unverified Stochastic Client Selection for Federated Learning with Volatile Clients Nov 17, 2020 Fairness Federated Learning
— Unverified Low-latency Federated Learning and Blockchain for Edge Association in Digital Twin empowered 6G Networks Nov 17, 2020 Federated Learning Multi-agent Reinforcement Learning
— Unverified Private Wireless Federated Learning with Anonymous Over-the-Air Computation Nov 17, 2020 Federated Learning
— Unverified Budgeted Online Selection of Candidate IoT Clients to Participate in Federated Learning Nov 16, 2020 Federated Learning
— Unverified Dynamic backdoor attacks against federated learning Nov 15, 2020 Adversarial Attack BIG-bench Machine Learning
— Unverified 2CP: Decentralized Protocols to Transparently Evaluate Contributivity in Blockchain Federated Learning Environments Nov 15, 2020 Federated Learning Model Poisoning
— Unverified FedRec: Federated Learning of Universal Receivers over Fading Channels Nov 14, 2020 Federated Learning
Code Code Available CatFedAvg: Optimising Communication-efficiency and Classification Accuracy in Federated Learning Nov 14, 2020 Classification Federated Learning
— Unverified Hybrid Federated and Centralized Learning Nov 13, 2020 Federated Learning
— Unverified Federated Learning System without Model Sharing through Integration of Dimensional Reduced Data Representations Nov 13, 2020 BIG-bench Machine Learning Dimensionality Reduction
— Unverified Federated Multi-Mini-Batch: An Efficient Training Approach to Federated Learning in Non-IID Environments Nov 13, 2020 Federated Learning
— Unverified Fed-Focal Loss for imbalanced data classification in Federated Learning Nov 12, 2020 Classification Federated Learning
— Unverified Coded Computing for Low-Latency Federated Learning over Wireless Edge Networks Nov 12, 2020 Edge-computing Federated Learning
— Unverified Heterogeneous Data-Aware Federated Learning Nov 12, 2020 Federated Learning Traffic Classification
— Unverified A Novel Privacy-Preserved Recommender System Framework based on Federated Learning Nov 11, 2020 Federated Learning Recommendation Systems
— Unverified 