BAFFLE : Blockchain Based Aggregator Free Federated Learning Sep 16, 2019 Computational Efficiency Federated Learning
Code Code Available Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification Sep 13, 2019 Federated Learning General Classification
Code Code Available Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction Sep 12, 2019 Distributed Optimization Federated Learning
Code Code Available Differentially Private Meta-Learning Sep 12, 2019 Federated Learning Few-Shot Learning
— Unverified Byzantine-Robust Federated Machine Learning through Adaptive Model Averaging Sep 11, 2019 BIG-bench Machine Learning Federated Learning
— Unverified HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography Sep 11, 2019 EEG Electroencephalogram (EEG)
Code Code Available First Analysis of Local GD on Heterogeneous Data Sep 10, 2019 Federated Learning
— Unverified Gradient Descent with Compressed Iterates Sep 10, 2019 Federated Learning
— Unverified Hierarchical Federated Learning Across Heterogeneous Cellular Networks Sep 5, 2019 Federated Learning
— Unverified Energy Demand Prediction with Federated Learning for Electric Vehicle Networks Sep 3, 2019 BIG-bench Machine Learning Clustering
— Unverified Rewarding High-Quality Data via Influence Functions Aug 30, 2019 Federated Learning Vocal Bursts Intensity Prediction
— Unverified An End-to-End Encrypted Neural Network for Gradient Updates Transmission in Federated Learning Aug 22, 2019 Data Compression Federated Learning
— Unverified Decentralized Federated Learning: A Segmented Gossip Approach Aug 21, 2019 Federated Learning
Code Code Available Federated Learning: Challenges, Methods, and Future Directions Aug 21, 2019 BIG-bench Machine Learning Distributed Optimization
Code Code Available Towards Effective Device-Aware Federated Learning Aug 20, 2019 Federated Learning Information Retrieval
— Unverified On Analog Gradient Descent Learning over Multiple Access Fading Channels Aug 20, 2019 Federated Learning
Code Code Available Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs Aug 16, 2019 Federated Learning
Code Code Available Federated Learning for Wireless Communications: Motivation, Opportunities and Challenges Jul 30, 2019 Federated Learning Privacy Preserving
— Unverified A Federated Learning Approach for Mobile Packet Classification Jul 30, 2019 Classification feature selection
— Unverified A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection Jul 23, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Federated Learning over Wireless Fading Channels Jul 23, 2019 Federated Learning
— Unverified FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare Jul 22, 2019 Activity Recognition Federated Learning
— Unverified The Tradeoff Between Privacy and Accuracy in Anomaly Detection Using Federated XGBoost Jul 16, 2019 Anomaly Detection Federated Learning
Code Code Available Privacy-Preserving Classification with Secret Vector Machines Jul 8, 2019 Classification Federated Learning
Code Code Available Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data Jul 5, 2019 BIG-bench Machine Learning Federated Learning
— Unverified On the Convergence of FedAvg on Non-IID Data Jul 4, 2019 Edge-computing Federated Learning
Code Code Available Astraea: Self-balancing Federated Learning for Improving Classification Accuracy of Mobile Deep Learning Applications Jul 2, 2019 Data Augmentation Edge-computing
Code Code Available Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices Jun 26, 2019 Edge-computing Federated Learning
— Unverified Active Learning Solution on Distributed Edge Computing Jun 25, 2019 Active Learning Edge-computing
— Unverified Privacy Preserving QoE Modeling using Collaborative Learning Jun 21, 2019 BIG-bench Machine Learning Federated Learning
— Unverified Scalable and Differentially Private Distributed Aggregation in the Shuffled Model Jun 19, 2019 Federated Learning Privacy Preserving
— Unverified Robust Federated Learning in a Heterogeneous Environment Jun 16, 2019 Clustering Federated Learning
— Unverified Variational Federated Multi-Task Learning Jun 14, 2019 Federated Learning Multi-Task Learning
— Unverified Secure Federated Matrix Factorization Jun 12, 2019 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning for Emoji Prediction in a Mobile Keyboard Jun 11, 2019 Diversity Federated Learning
— Unverified Federated AI lets a team imagine together: Federated Learning of GANs Jun 9, 2019 Federated Learning
— Unverified Adaptive Gradient-Based Meta-Learning Methods Jun 6, 2019 Federated Learning Few-Shot Learning
Code Code Available Towards Fair and Privacy-Preserving Federated Deep Models Jun 4, 2019 Benchmarking Deep Learning
Code Code Available Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms Jun 4, 2019 Federated Learning
— Unverified 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 Federated Optimization for Heterogeneous Networks May 16, 2019 Federated Learning Multi-Task Learning
Code Code Available Fair Resource Allocation in Federated Learning May 16, 2019 Fairness Federated Learning
— Unverified 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 Client-Edge-Cloud Hierarchical Federated Learning May 16, 2019 Federated Learning
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