Personalized Federated Learning: A Meta-Learning Approach Feb 19, 2020 Federated Learning Meta-Learning
— Unverified Distributed Optimization over Block-Cyclic Data Feb 18, 2020 Distributed Optimization Federated Learning
— Unverified Distributed Non-Convex Optimization with Sublinear Speedup under Intermittent Client Availability Feb 18, 2020 Benchmarking Federated Learning
Code Code Available ResiliNet: Failure-Resilient Inference in Distributed Neural Networks Feb 18, 2020 Federated Learning
— Unverified Federated Matrix Factorization: Algorithm Design and Application to Data Clustering Feb 12, 2020 Clustering Federated Learning
— Unverified Robustness analytics to data heterogeneity in edge computing Feb 12, 2020 Edge-computing Federated Learning
Code Code Available Turbo-Aggregate: Breaking the Quadratic Aggregation Barrier in Secure Federated Learning Feb 11, 2020 Federated Learning
— Unverified Federated Learning of a Mixture of Global and Local Models Feb 10, 2020 Federated Learning
— Unverified MDLdroid: a ChainSGD-reduce Approach to Mobile Deep Learning for Personal Mobile Sensing Feb 7, 2020 Deep Learning Federated Learning
— Unverified Faster On-Device Training Using New Federated Momentum Algorithm Feb 6, 2020 Federated Learning
— Unverified Knowledge Federation: A Unified and Hierarchical Privacy-Preserving AI Framework Feb 5, 2020 Federated Learning Privacy Preserving
— Unverified Prophet: Proactive Candidate-Selection for Federated Learning by Predicting the Qualities of Training and Reporting Phases Feb 3, 2020 Deep Reinforcement Learning Federated Learning
— Unverified Learning to Detect Malicious Clients for Robust Federated Learning Feb 1, 2020 Federated Learning image-classification
— Unverified Multi-Participant Multi-Class Vertical Federated Learning Jan 30, 2020 feature selection Federated Learning
— Unverified FOCUS: Dealing with Label Quality Disparity in Federated Learning Jan 29, 2020 Federated Learning Privacy Preserving
— Unverified Convergence of Update Aware Device Scheduling for Federated Learning at the Wireless Edge Jan 28, 2020 Federated Learning Scheduling
— Unverified TiFL: A Tier-based Federated Learning System Jan 25, 2020 Federated Learning
— Unverified Communication Efficient Federated Learning over Multiple Access Channels Jan 23, 2020 Federated Learning Informativeness
— Unverified RPN: A Residual Pooling Network for Efficient Federated Learning Jan 23, 2020 Federated Learning
— Unverified Intermittent Pulling with Local Compensation for Communication-Efficient Federated Learning Jan 22, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Overcoming Noisy and Irrelevant Data in Federated Learning Jan 22, 2020 Federated Learning
— Unverified Convergence Time Optimization for Federated Learning over Wireless Networks Jan 22, 2020 Federated Learning
— Unverified Stratified cross-validation for unbiased and privacy-preserving federated learning Jan 22, 2020 Federated Learning Privacy Preserving
— Unverified A Federated Deep Learning Framework for Privacy Preservation and Communication Efficiency Jan 22, 2020 Federated Learning Privacy Preserving
— Unverified Combining Federated and Active Learning for Communication-efficient Distributed Failure Prediction in Aeronautics Jan 21, 2020 Active Learning Federated Learning
— Unverified FedVision: An Online Visual Object Detection Platform Powered by Federated Learning Jan 17, 2020 Federated Learning object-detection
Code Code Available Adaptive Gradient Sparsification for Efficient Federated Learning: An Online Learning Approach Jan 14, 2020 Fairness Federated Learning
— Unverified Exploiting Unlabeled Data in Smart Cities using Federated Learning Jan 10, 2020 Federated Learning
— Unverified Federated Learning for Localization: A Privacy-Preserving Crowdsourcing Method Jan 7, 2020 Federated Learning Privacy Preserving
— Unverified Instance-hiding Schemes for Private Distributed Learning 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 Acceleration for Compressed Gradient Descent in Distributed Optimization Jan 1, 2020 Distributed Optimization Federated Learning
— Unverified Communication-Efficient Federated Learning with Sketching Jan 1, 2020 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 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 HybridAlpha: An Efficient Approach for Privacy-Preserving Federated Learning Dec 12, 2019 Federated Learning Privacy Preserving
— Unverified Parallel Restarted SPIDER -- Communication Efficient Distributed Nonconvex Optimization with Optimal Computation Complexity Dec 12, 2019 Federated Learning
— Unverified Representation of Federated Learning via Worst-Case Robust Optimization Theory Dec 11, 2019 Federated Learning
— Unverified 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 A Quasi-Newton Method Based Vertical Federated Learning Framework for Logistic Regression Dec 1, 2019 Federated Learning regression
— Unverified 