A Crowdsourcing Framework for On-Device Federated Learning Nov 4, 2019 Federated Learning
— Unverified Device Scheduling with Fast Convergence for Wireless Federated Learning Nov 3, 2019 Federated Learning Scheduling
— Unverified Federated Learning with Differential Privacy: Algorithms and Performance Analysis Nov 1, 2019 Federated Learning Privacy Preserving
— Unverified Robust Federated Learning with Noisy Communication Nov 1, 2019 Federated Learning Robust Design
— Unverified Energy-Aware Analog Aggregation for Federated Learning with Redundant Data Nov 1, 2019 Federated Learning Scheduling
— Unverified On the Convergence of Local Descent Methods in Federated Learning Oct 31, 2019 Distributed Optimization Federated Learning
— Unverified Federated Learning over Wireless Networks: Convergence Analysis and Resource Allocation Oct 29, 2019 Federated Learning Privacy Preserving
Code Code Available Distributed Networked Learning with Correlated Data Oct 28, 2019 Federated Learning
— Unverified Federated Uncertainty-Aware Learning for Distributed Hospital EHR Data Oct 27, 2019 Federated Learning
— Unverified Substra: a framework for privacy-preserving, traceable and collaborative Machine Learning Oct 25, 2019 BIG-bench Machine Learning Federated Learning
— Unverified Bandwidth Slicing to Boost Federated Learning in Edge Computing Oct 24, 2019 Edge-computing Federated Learning
— Unverified Gradient Sparification for Asynchronous Distributed Training Oct 24, 2019 Federated Learning Stochastic Optimization
— Unverified Stochastic Channel-Based Federated Learning for Medical Data Privacy Preserving Oct 23, 2019 Federated Learning Privacy Preserving
— Unverified Abnormal Client Behavior Detection in Federated Learning Oct 22, 2019 Anomaly Detection Federated Learning
— Unverified Meta Matrix Factorization for Federated Rating Predictions Oct 22, 2019 Collaborative Filtering Federated Learning
— Unverified Resource Allocation in Mobility-Aware Federated Learning Networks: A Deep Reinforcement Learning Approach Oct 21, 2019 Deep Reinforcement Learning Federated Learning
— Unverified Federated Neuromorphic Learning of Spiking Neural Networks for Low-Power Edge Intelligence Oct 21, 2019 Federated Learning
Code Code Available Privacy-preserving Federated Bayesian Learning of a Generative Model for Imbalanced Classification of Clinical Data Oct 18, 2019 Data Integration Dimensionality Reduction
— Unverified Federated Generative Privacy Oct 18, 2019 Federated Learning Privacy Preserving
— Unverified Federated Learning with Unbiased Gradient Aggregation and Controllable Meta Updating Oct 18, 2019 Federated Learning
— Unverified Overcoming Forgetting in Federated Learning on Non-IID Data Oct 17, 2019 Federated Learning Lifelong learning
— Unverified Real-World Image Datasets for Federated Learning Oct 14, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available SCAFFOLD: Stochastic Controlled Averaging for Federated Learning Oct 14, 2019 Distributed Optimization Federated Learning
Code Code Available Federated Learning for Coalition Operations Oct 14, 2019 BIG-bench Machine Learning Federated Learning
— Unverified Eavesdrop the Composition Proportion of Training Labels in Federated Learning Oct 14, 2019 Federated Learning Inference Attack
— Unverified A blockchain-orchestrated Federated Learning architecture for healthcare consortia Oct 12, 2019 Federated Learning Privacy Preserving
— Unverified Central Server Free Federated Learning over Single-sided Trust Social Networks Oct 11, 2019 Federated Learning
Code Code Available High-Dimensional Stochastic Gradient Quantization for Communication-Efficient Edge Learning Oct 9, 2019 Federated Learning Quantization
— Unverified Federated Learning of N-gram Language Models Oct 8, 2019 Federated Learning Language Modelling
— Unverified Accelerating Federated Learning via Momentum Gradient Descent Oct 8, 2019 BIG-bench Machine Learning Federated Learning
— Unverified FedMD: Heterogenous Federated Learning via Model Distillation Oct 8, 2019 Federated Learning Knowledge Distillation
Code Code Available Differential Privacy-enabled Federated Learning for Sensitive Health Data Oct 7, 2019 Federated Learning
— Unverified Confederated Machine Learning on Horizontally and Vertically Separated Medical Data for Large-Scale Health System Intelligence Oct 4, 2019 BIG-bench Machine Learning Federated Learning
— Unverified Privacy Preserving Stochastic Channel-Based Federated Learning with Neural Network Pruning Oct 4, 2019 Federated Learning Network Pruning
— Unverified Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints Oct 4, 2019 Clustering Federated Learning
Code Code Available SAFA: a Semi-Asynchronous Protocol for Fast Federated Learning with Low Overhead Oct 3, 2019 Federated Learning
— Unverified Privacy-preserving Federated Brain Tumour Segmentation Oct 2, 2019 Federated Learning Privacy Preserving
— Unverified FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Sep 28, 2019 Federated Learning Quantization
— Unverified Federated User Representation Learning Sep 27, 2019 Federated Learning Privacy Preserving
— Unverified Improving Federated Learning Personalization via Model Agnostic Meta Learning Sep 27, 2019 Federated Learning Meta-Learning
Code Code Available Active Federated Learning Sep 27, 2019 Federated Learning
— Unverified Federated Learning in Mobile Edge Networks: A Comprehensive Survey Sep 26, 2019 Edge-computing Federated Learning
— Unverified Model Pruning Enables Efficient Federated Learning on Edge Devices Sep 26, 2019 Federated Learning
Code Code Available On Federated Learning of Deep Networks from Non-IID Data: Parameter Divergence and the Effects of Hyperparametric Methods Sep 25, 2019 Federated Learning Hyperparameter Optimization
— Unverified Low Rank Training of Deep Neural Networks for Emerging Memory Technology Sep 25, 2019 Computational Efficiency Decision Making
— Unverified Optimal query complexity for private sequential learning against eavesdropping Sep 21, 2019 Federated Learning
— Unverified Towards Federated Graph Learning for Collaborative Financial Crimes Detection Sep 19, 2019 Federated Learning Graph Learning
— Unverified Detailed comparison of communication efficiency of split learning and federated learning Sep 18, 2019 Federated Learning
— Unverified Measure Contribution of Participants in Federated Learning Sep 17, 2019 BIG-bench Machine Learning Feature Importance
— Unverified A Joint Learning and Communications Framework for Federated Learning over Wireless Networks Sep 17, 2019 Federated Learning
Code Code Available 