FedCoin: A Peer-to-Peer Payment System for Federated Learning Feb 26, 2020 Federated Learning
Code Code Available Towards Utilizing Unlabeled Data in Federated Learning: A Survey and Prospective Feb 26, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Acceleration for Compressed Gradient Descent in Distributed and Federated Optimization Feb 26, 2020 Federated Learning
— Unverified Device Heterogeneity in Federated Learning: A Superquantile Approach Feb 25, 2020 Federated Learning
Code Code Available Federated Learning for Resource-Constrained IoT Devices: Panoramas and State-of-the-art Feb 25, 2020 Federated Learning
— Unverified Personalized Federated Learning for Intelligent IoT Applications: A Cloud-Edge based Framework Feb 25, 2020 Activity Recognition Edge-computing
— Unverified Three Approaches for Personalization with Applications to Federated Learning Feb 25, 2020 All BIG-bench Machine Learning
Code Code Available Stochastic-Sign SGD for Federated Learning with Theoretical Guarantees Feb 25, 2020 Federated Learning parameter estimation
— Unverified An Accuracy-Lossless Perturbation Method for Defending Privacy Attacks in Federated Learning Feb 23, 2020 Federated Learning
Code Code Available Deep Learning for Ultra-Reliable and Low-Latency Communications in 6G Networks Feb 22, 2020 Deep Reinforcement Learning Edge-computing
— Unverified Communication-Efficient Decentralized Learning with Sparsification and Adaptive Peer Selection Feb 22, 2020 Federated Learning
— Unverified FMore: An Incentive Scheme of Multi-dimensional Auction for Federated Learning in MEC Feb 22, 2020 Edge-computing Federated Learning
— Unverified Coded Federated Learning Feb 21, 2020 Federated Learning
— Unverified Anonymizing Data for Privacy-Preserving Federated Learning Feb 21, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Uncertainty Principle for Communication Compression in Distributed and Federated Learning and the Search for an Optimal Compressor Feb 20, 2020 Federated Learning Quantization
— Unverified Dynamic Federated Learning Feb 20, 2020 Federated Learning
— Unverified PrivacyFL: A simulator for privacy-preserving and secure federated learning Feb 19, 2020 Federated Learning Privacy Preserving
Code Code Available Personalized Federated Learning: A Meta-Learning Approach Feb 19, 2020 Federated Learning Meta-Learning
— Unverified Federated Learning in the Sky: Joint Power Allocation and Scheduling with UAV Swarms Feb 19, 2020 Federated Learning Scheduling
— Unverified ResiliNet: Failure-Resilient Inference in Distributed Neural Networks Feb 18, 2020 Federated Learning
— Unverified Distributed Non-Convex Optimization with Sublinear Speedup under Intermittent Client Availability Feb 18, 2020 Benchmarking Federated Learning
Code Code Available Distributed Optimization over Block-Cyclic Data Feb 18, 2020 Distributed Optimization Federated Learning
— Unverified Federated Learning with Matched Averaging Feb 15, 2020 Federated Learning
Code Code Available Robustness analytics to data heterogeneity in edge computing Feb 12, 2020 Edge-computing Federated Learning
Code Code Available Salvaging Federated Learning by Local Adaptation Feb 12, 2020 Federated Learning Knowledge Distillation
Code Code Available Federated Matrix Factorization: Algorithm Design and Application to Data Clustering Feb 12, 2020 Clustering Federated Learning
— Unverified 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 RPN: A Residual Pooling Network for Efficient Federated Learning Jan 23, 2020 Federated Learning
— Unverified Communication Efficient Federated Learning over Multiple Access Channels Jan 23, 2020 Federated Learning Informativeness
— Unverified A Federated Deep Learning Framework for Privacy Preservation and Communication Efficiency Jan 22, 2020 Federated Learning Privacy Preserving
— 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 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 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 Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results Jan 16, 2020 Domain Adaptation Federated Learning
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 iDLG: Improved Deep Leakage from Gradients Jan 8, 2020 Federated Learning valid
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