Privacy Preserving Stochastic Channel-Based Federated Learning with Neural Network Pruning Oct 4, 2019 Federated Learning Network Pruning
— Unverified Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints Oct 4, 2019 Clustering Federated Learning
Code Code Available Confederated Machine Learning on Horizontally and Vertically Separated Medical Data for Large-Scale Health System Intelligence Oct 4, 2019 BIG-bench Machine Learning Federated Learning
— Unverified SAFA: a Semi-Asynchronous Protocol for Fast Federated Learning with Low Overhead Oct 3, 2019 Federated Learning
— Unverified Privacy-preserving Federated Brain Tumour Segmentation Oct 2, 2019 Federated Learning Privacy Preserving
— Unverified FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Sep 28, 2019 Federated Learning Quantization
— Unverified Federated User Representation Learning Sep 27, 2019 Federated Learning Privacy Preserving
— Unverified Improving Federated Learning Personalization via Model Agnostic Meta Learning Sep 27, 2019 Federated Learning Meta-Learning
Code Code Available Active Federated Learning Sep 27, 2019 Federated Learning
— Unverified Federated Learning in Mobile Edge Networks: A Comprehensive Survey Sep 26, 2019 Edge-computing Federated Learning
— Unverified Model Pruning Enables Efficient Federated Learning on Edge Devices Sep 26, 2019 Federated Learning
Code Code Available Low Rank Training of Deep Neural Networks for Emerging Memory Technology Sep 25, 2019 Computational Efficiency Decision Making
— Unverified On Federated Learning of Deep Networks from Non-IID Data: Parameter Divergence and the Effects of Hyperparametric Methods Sep 25, 2019 Federated Learning Hyperparameter Optimization
— Unverified Optimal query complexity for private sequential learning against eavesdropping Sep 21, 2019 Federated Learning
— Unverified Towards Federated Graph Learning for Collaborative Financial Crimes Detection Sep 19, 2019 Federated Learning Graph Learning
— Unverified Detailed comparison of communication efficiency of split learning and federated learning Sep 18, 2019 Federated Learning
— Unverified Measure Contribution of Participants in Federated Learning Sep 17, 2019 BIG-bench Machine Learning Feature Importance
— Unverified A Joint Learning and Communications Framework for Federated Learning over Wireless Networks Sep 17, 2019 Federated Learning
Code Code Available BAFFLE : Blockchain Based Aggregator Free Federated Learning Sep 16, 2019 Computational Efficiency 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 Gradient Descent with Compressed Iterates Sep 10, 2019 Federated Learning
— Unverified First Analysis of Local GD on Heterogeneous Data 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 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 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 Federated Learning over Wireless Fading Channels Jul 23, 2019 Federated Learning
— 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 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 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
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