Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms Jun 4, 2019 Federated Learning
— Unverified Towards Fair and Privacy-Preserving Federated Deep Models Jun 4, 2019 Benchmarking Deep Learning
Code Code Available Secure Distributed On-Device Learning Networks With Byzantine Adversaries Jun 3, 2019 Federated Learning Privacy Preserving
— Unverified Bayesian Nonparametric Federated Learning of Neural Networks May 28, 2019 Federated Learning General Classification
Code Code Available Fair Resource Allocation in Federated Learning May 25, 2019 Fairness Federated Learning
Code Code Available Self-supervised audio representation learning for mobile devices May 24, 2019 Federated Learning Representation Learning
— Unverified Decentralized Bayesian Learning over Graphs May 24, 2019 Bayesian Inference Federated Learning
— Unverified Hybrid-FL for Wireless Networks: Cooperative Learning Mechanism Using Non-IID Data May 17, 2019 Federated Learning
— Unverified BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning May 16, 2019 Brain Segmentation Federated Learning
— Unverified Fair Resource Allocation in Federated Learning May 16, 2019 Fairness Federated Learning
— Unverified Client-Edge-Cloud Hierarchical Federated Learning May 16, 2019 Federated Learning
Code Code Available LEAF: A Benchmark for Federated Settings May 16, 2019 Autonomous Vehicles Benchmarking
— Unverified Incentive Design for Efficient Federated Learning in Mobile Networks: A Contract Theory Approach May 16, 2019 Federated Learning
— Unverified Federated Optimization for Heterogeneous Networks May 16, 2019 Federated Learning Multi-Task Learning
Code Code Available One-Shot Federated Learning: Theoretical Limits and Algorithms to Achieve Them May 12, 2019 Federated Learning
Code Code Available Robust Federated Training via Collaborative Machine Teaching using Trusted Instances May 8, 2019 Data Poisoning Federated Learning
— Unverified Probabilistic Federated Neural Matching May 1, 2019 Federated Learning General Classification
— Unverified Semi-Cyclic Stochastic Gradient Descent Apr 23, 2019 Federated Learning
— Unverified Federated Learning Of Out-Of-Vocabulary Words Mar 26, 2019 Federated Learning
— Unverified Communication-Efficient Federated Deep Learning with Asynchronous Model Update and Temporally Weighted Aggregation Mar 18, 2019 Federated Learning
— Unverified Asynchronous Federated Optimization Mar 10, 2019 Federated Learning
Code Code Available Robust and Communication-Efficient Federated Learning from Non-IID Data Mar 7, 2019 Federated Learning Privacy Preserving
Code Code Available One-Shot Federated Learning Feb 28, 2019 Ensemble Learning Federated Learning
— Unverified High Dimensional Restrictive Federated Model Selection with multi-objective Bayesian Optimization over shifted distributions Feb 24, 2019 Bayesian Optimization BIG-bench Machine Learning
Code Code Available Federated Machine Learning: Concept and Applications Feb 13, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Peer-to-peer Federated Learning on Graphs Jan 31, 2019 Federated Learning
— Unverified Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System Jan 29, 2019 BIG-bench Machine Learning Collaborative Filtering
Code Code Available SecureBoost: A Lossless Federated Learning Framework Jan 25, 2019 BIG-bench Machine Learning Entity Alignment
— Unverified Profit Allocation for Federated Learning Jan 1, 2019 Data Valuation Federated Learning
Code Code Available Federated Learning via Over-the-Air Computation Dec 31, 2018 BIG-bench Machine Learning Cloud Computing
— Unverified Multi-objective Evolutionary Federated Learning Dec 18, 2018 Federated Learning
— Unverified Expanding the Reach of Federated Learning by Reducing Client Resource Requirements Dec 18, 2018 Federated Learning
— Unverified Learning Private Neural Language Modeling with Attentive Aggregation Dec 17, 2018 Federated Learning Language Modeling
Code Code Available No Peek: A Survey of private distributed deep learning Dec 8, 2018 Deep Learning Federated Learning
— Unverified A Hybrid Approach to Privacy-Preserving Federated Learning Dec 7, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available Differentially Private Data Generative Models Dec 6, 2018 BIG-bench Machine Learning Federated Learning
— Unverified Protection Against Reconstruction and Its Applications in Private Federated Learning Dec 3, 2018 Federated Learning image-classification
— Unverified Split learning for health: Distributed deep learning without sharing raw patient data Dec 3, 2018 Deep Learning Federated Learning
Code Code Available Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning Dec 3, 2018 Edge-computing Federated Learning
— Unverified Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data Nov 28, 2018 BIG-bench Machine Learning Federated Learning
— Unverified FADL:Federated-Autonomous Deep Learning for Distributed Electronic Health Record Nov 28, 2018 BIG-bench Machine Learning Deep Learning
— Unverified Partitioned Variational Inference: A unified framework encompassing federated and continual learning Nov 27, 2018 Continual Learning Distributed Computing
— Unverified A Survey of Mobile Computing for the Visually Impaired Nov 25, 2018 BIG-bench Machine Learning Federated Learning
— Unverified Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning Nov 24, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available Dancing in the Dark: Private Multi-Party Machine Learning in an Untrusted Setting Nov 23, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available WEST: Word Encoded Sequence Transducers Nov 20, 2018 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified A generic framework for privacy preserving deep learning Nov 9, 2018 Deep Learning Federated Learning
Code Code Available MD-GAN: Multi-Discriminator Generative Adversarial Networks for Distributed Datasets Nov 9, 2018 Federated Learning
Code Code Available Federated Learning for Mobile Keyboard Prediction Nov 8, 2018 Federated Learning Language Modeling
Code Code Available Federated Learning in Distributed Medical Databases: Meta-Analysis of Large-Scale Subcortical Brain Data Oct 19, 2018 Federated Learning
— Unverified 