BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning May 16, 2019 Brain Segmentation Federated Learning
— Unverified One-Shot Federated Learning: Theoretical Limits and Algorithms to Achieve Them May 12, 2019 Federated Learning
Code Code Available Interpret Federated Learning with Shapley Values May 11, 2019 Feature Importance Federated Learning
Code Code Available Differentially Private Learning with Adaptive Clipping May 9, 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 Towards Federated Learning at Scale: System Design Feb 4, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
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 Federated Optimization in Heterogeneous Networks Dec 14, 2018 Distributed Optimization Federated Learning
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 Applied Federated Learning: Improving Google Keyboard Query Suggestions 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 Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning 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 LEAF: A Benchmark for Federated Settings Dec 3, 2018 Autonomous Vehicles Benchmarking
Code Code Available 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 Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available 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 MD-GAN: Multi-Discriminator Generative Adversarial Networks for Distributed Datasets Nov 9, 2018 Federated Learning
Code Code Available A generic framework for privacy preserving deep learning Nov 9, 2018 Deep Learning 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 Multi-Institutional Deep Learning Modeling Without Sharing Patient Data: A Feasibility Study on Brain Tumor Segmentation Oct 10, 2018 Brain Tumor Segmentation Deep Learning
— Unverified Federated Learning for Keyword Spotting Oct 9, 2018 Federated Learning Keyword Spotting
Code Code Available In-Edge AI: Intelligentizing Mobile Edge Computing, Caching and Communication by Federated Learning Sep 19, 2018 Deep Reinforcement Learning Edge-computing
— Unverified Learning Rate Adaptation for Federated and Differentially Private Learning Sep 11, 2018 Federated Learning
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