Preserving Patient Privacy while Training a Predictive Model of In-hospital Mortality Dec 1, 2019 Federated Learning
— Unverified Federated Learning with Autotuned Communication-Efficient Secure Aggregation Nov 30, 2019 Federated Learning
— Unverified Free-riders in Federated Learning: Attacks and Defenses Nov 28, 2019 Anomaly Detection Federated Learning
— Unverified Federated Learning for Ranking Browser History Suggestions Nov 26, 2019 Federated Learning Privacy Preserving
— Unverified Local Model Poisoning Attacks to Byzantine-Robust Federated Learning Nov 26, 2019 BIG-bench Machine Learning Data Poisoning
— Unverified Differentially Private Federated Variational Inference Nov 24, 2019 Bayesian Inference Federated Learning
Code Code Available Parallel Distributed Logistic Regression for Vertical Federated Learning without Third-Party Coordinator Nov 22, 2019 Federated Learning regression
— Unverified Federated Learning with Bayesian Differential Privacy Nov 22, 2019 Federated Learning image-classification
— Unverified Optimal Robust Learning of Discrete Distributions from Batches Nov 19, 2019 Collaborative Filtering Federated Learning
— Unverified Can You Really Backdoor Federated Learning? Nov 18, 2019 Federated Learning
— Unverified Information-Theoretic Perspective of Federated Learning Nov 15, 2019 Federated Learning Open-Ended Question Answering
— Unverified Federated and Differentially Private Learning for Electronic Health Records Nov 13, 2019 Federated Learning
— Unverified Federated Learning for Healthcare Informatics Nov 13, 2019 Federated Learning
— Unverified Hyper-Sphere Quantization: Communication-Efficient SGD for Federated Learning Nov 12, 2019 Federated Learning Quantization
Code Code Available Privacy is What We Care About: Experimental Investigation of Federated Learning on Edge Devices Nov 11, 2019 Federated Learning
— Unverified L-FGADMM: Layer-Wise Federated Group ADMM for Communication Efficient Decentralized Deep Learning Nov 9, 2019 Federated Learning
— Unverified Revocable Federated Learning: A Benchmark of Federated Forest Nov 8, 2019 Federated Learning
— Unverified Energy Efficient Federated Learning Over Wireless Communication Networks Nov 6, 2019 Federated Learning
— Unverified Secure Federated Submodel Learning Nov 6, 2019 Federated Learning Position
Code Code Available Federated Adversarial Domain Adaptation Nov 5, 2019 Disentanglement Domain Adaptation
— Unverified Enhancing the Privacy of Federated Learning with Sketching Nov 5, 2019 Federated Learning
— Unverified Asynchronous Online Federated Learning for Edge Devices with Non-IID Data Nov 5, 2019 Federated Learning
— Unverified 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 Energy-Aware Analog Aggregation for Federated Learning with Redundant Data Nov 1, 2019 Federated Learning Scheduling
— Unverified Robust Federated Learning with Noisy Communication Nov 1, 2019 Federated Learning Robust Design
— Unverified Federated Learning with Differential Privacy: Algorithms and Performance Analysis Nov 1, 2019 Federated Learning Privacy Preserving
— Unverified On the Convergence of Local Descent Methods in Federated Learning Oct 31, 2019 Distributed Optimization Federated Learning
— Unverified 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 Gradient Sparification for Asynchronous Distributed Training Oct 24, 2019 Federated Learning Stochastic Optimization
— Unverified Bandwidth Slicing to Boost Federated Learning in Edge Computing Oct 24, 2019 Edge-computing Federated Learning
— 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 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 Eavesdrop the Composition Proportion of Training Labels in Federated Learning Oct 14, 2019 Federated Learning Inference Attack
— Unverified Federated Learning for Coalition Operations Oct 14, 2019 BIG-bench Machine Learning Federated Learning
— Unverified Real-World Image Datasets for Federated Learning Oct 14, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available 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 Accelerating Federated Learning via Momentum Gradient Descent Oct 8, 2019 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning of N-gram Language Models Oct 8, 2019 Federated Learning Language Modelling
— Unverified Differential Privacy-enabled Federated Learning for Sensitive Health Data Oct 7, 2019 Federated Learning
— Unverified 