Federated Learning for Localization: A Privacy-Preserving Crowdsourcing Method Jan 7, 2020 Federated Learning Privacy Preserving
— Unverified FedDANE: A Federated Newton-Type Method Jan 7, 2020 Distributed Optimization Federated Learning
Code Code Available Think Locally, Act Globally: Federated Learning with Local and Global Representations Jan 6, 2020 Federated Learning Representation Learning
Code Code Available Acceleration for Compressed Gradient Descent in Distributed Optimization Jan 1, 2020 Distributed Optimization Federated Learning
— Unverified Instance-hiding Schemes for Private Distributed Learning Jan 1, 2020 Federated Learning
— Unverified Communication-Efficient Federated Learning with Sketching Jan 1, 2020 Federated Learning
— Unverified From Local SGD to Local Fixed Point Methods for Federated Learning Jan 1, 2020 Federated Learning
— Unverified FedBoost: A Communication-Efficient Algorithm for Federated Learning Jan 1, 2020 Density Estimation Federated Learning
— Unverified Robust Aggregation for Federated Learning Dec 31, 2019 Additive models Federated Learning
Code Code Available Robust Federated Learning Through Representation Matching and Adaptive Hyper-parameters Dec 30, 2019 Federated Learning
— Unverified Towards Deep Federated Defenses Against Malware in Cloud Ecosystems Dec 27, 2019 BIG-bench Machine Learning Cloud Computing
— Unverified Federated Learning with Cooperating Devices: A Consensus Approach for Massive IoT Networks Dec 27, 2019 Federated Learning
Code Code Available Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer Dec 24, 2019 Federated Learning Privacy Preserving
— Unverified Attack-Resistant Federated Learning with Residual-based Reweighting Dec 24, 2019 Federated Learning regression
Code Code Available Distributed Fixed Point Methods with Compressed Iterates Dec 20, 2019 Federated Learning
— Unverified Asynchronous Federated Learning with Differential Privacy for Edge Intelligence Dec 17, 2019 Edge-computing Federated Learning
— Unverified Private Federated Learning with Domain Adaptation Dec 13, 2019 BIG-bench Machine Learning Domain Adaptation
— Unverified Parallel Restarted SPIDER -- Communication Efficient Distributed Nonconvex Optimization with Optimal Computation Complexity Dec 12, 2019 Federated Learning
— Unverified HybridAlpha: An Efficient Approach for Privacy-Preserving Federated Learning Dec 12, 2019 Federated Learning Privacy Preserving
— Unverified Representation of Federated Learning via Worst-Case Robust Optimization Theory Dec 11, 2019 Federated Learning
— Unverified Advances and Open Problems in Federated Learning Dec 10, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Privacy-Preserving Blockchain Based Federated Learning with Differential Data Sharing Dec 10, 2019 Federated Learning Privacy Preserving
— Unverified Learn Electronic Health Records by Fully Decentralized Federated Learning Dec 4, 2019 Federated Learning
— Unverified Distributed Machine Learning with Sparse Heterogeneous Data Dec 3, 2019 BIG-bench Machine Learning Denoising
— Unverified Federated Learning with Personalization Layers Dec 2, 2019 BIG-bench Machine Learning Federated Learning
— Unverified Preserving Patient Privacy while Training a Predictive Model of In-hospital Mortality Dec 1, 2019 Federated Learning
— Unverified A Quasi-Newton Method Based Vertical Federated Learning Framework for Logistic Regression Dec 1, 2019 Federated Learning regression
— 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 Local Model Poisoning Attacks to Byzantine-Robust Federated Learning Nov 26, 2019 BIG-bench Machine Learning Data Poisoning
— Unverified Federated Learning for Ranking Browser History Suggestions Nov 26, 2019 Federated Learning Privacy Preserving
— Unverified Differentially Private Federated Variational Inference Nov 24, 2019 Bayesian Inference Federated Learning
Code Code Available Federated Learning with Bayesian Differential Privacy Nov 22, 2019 Federated Learning image-classification
— Unverified Parallel Distributed Logistic Regression for Vertical Federated Learning without Third-Party Coordinator Nov 22, 2019 Federated Learning regression
— 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 Generative Models for Effective ML on Private, Decentralized Datasets Nov 15, 2019 Federated Learning
Code Code Available 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 Practical Federated Gradient Boosting Decision Trees Nov 11, 2019 Federated Learning
Code Code Available 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 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 Federated Adversarial Domain Adaptation Nov 5, 2019 Disentanglement Domain Adaptation
— Unverified 