Communication Efficient Federated Learning with Energy Awareness over Wireless Networks Apr 15, 2020 Federated Learning
— Unverified Secure Federated Learning in 5G Mobile Networks Apr 14, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Decentralized Differentially Private Segmentation with PATE Apr 10, 2020 Brain Tumor Segmentation Federated Learning
— Unverified Towards Federated Learning With Byzantine-Robust Client Weighting Apr 10, 2020 Federated Learning
Code Code Available Client Selection and Bandwidth Allocation in Wireless Federated Learning Networks: A Long-Term Perspective Apr 9, 2020 Federated Learning Stochastic Optimization
— Unverified Federated Multi-view Matrix Factorization for Personalized Recommendations Apr 8, 2020 Federated Learning
— Unverified Resource Management for Blockchain-enabled Federated Learning: A Deep Reinforcement Learning Approach Apr 8, 2020 CPU Deep Reinforcement Learning
— Unverified Evaluating the Communication Efficiency in Federated Learning Algorithms Apr 6, 2020 Federated Learning speech-recognition
— Unverified From Local SGD to Local Fixed-Point Methods for Federated Learning Apr 3, 2020 Federated Learning
— Unverified An Overview of Federated Deep Learning Privacy Attacks and Defensive Strategies Apr 1, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Concentrated Differentially Private and Utility Preserving Federated Learning Mar 30, 2020 Federated Learning Privacy Preserving
— Unverified Federated Residual Learning Mar 28, 2020 Federated Learning
— Unverified Differentially Private Federated Learning for Resource-Constrained Internet of Things Mar 28, 2020 Federated Learning
— Unverified Semi-Federated Learning Mar 28, 2020 Clustering Federated Learning
Code Code Available Learn to Forget: Machine Unlearning via Neuron Masking Mar 24, 2020 BIG-bench Machine Learning Federated Learning
— Unverified FedSel: Federated SGD under Local Differential Privacy with Top-k Dimension Selection Mar 24, 2020 Federated Learning
— Unverified Dynamic Sampling and Selective Masking for Communication-Efficient Federated Learning Mar 21, 2020 Federated Learning image-classification
— Unverified FedNER: Privacy-preserving Medical Named Entity Recognition with Federated Learning Mar 20, 2020 Federated Learning Medical Named Entity Recognition
— Unverified Federated Learning for Task and Resource Allocation in Wireless High Altitude Balloon Networks Mar 19, 2020 Edge-computing Federated Learning
— Unverified Survey of Personalization Techniques for Federated Learning Mar 19, 2020 BIG-bench Machine Learning Federated Learning
— Unverified A Compressive Sensing Approach for Federated Learning over Massive MIMO Communication Systems Mar 18, 2020 Compressive Sensing Federated Learning
— Unverified The Future of Digital Health with Federated Learning Mar 18, 2020 Federated Learning
— Unverified Federated Visual Classification with Real-World Data Distribution Mar 18, 2020 Classification Diversity
Code Code Available Policy-Based Federated Learning Mar 14, 2020 Federated Learning image-classification
Code Code Available Communication-Efficient Massive UAV Online Path Control: Federated Learning Meets Mean-Field Game Theory Mar 9, 2020 Federated Learning
— Unverified FedLoc: Federated Learning Framework for Data-Driven Cooperative Localization and Location Data Processing Mar 8, 2020 Federated Learning
— Unverified Practical Privacy Preserving POI Recommendation Mar 5, 2020 Federated Learning Privacy Preserving
— Unverified Gradient Statistics Aware Power Control for Over-the-Air Federated Learning Mar 4, 2020 Denoising Federated Learning
— Unverified Real-time Federated Evolutionary Neural Architecture Search Mar 4, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Threats to Federated Learning: A Survey Mar 4, 2020 Federated Learning Survey
— Unverified Buffered Asynchronous SGD for Byzantine Learning Mar 2, 2020 Edge-computing Federated Learning
— Unverified User-Level Privacy-Preserving Federated Learning: Analysis and Performance Optimization Feb 29, 2020 Federated Learning Heuristic Search
— Unverified Federated Over-Air Subspace Tracking from Incomplete and Corrupted Data Feb 28, 2020 Federated Learning
Code Code Available An On-Device Federated Learning Approach for Cooperative Model Update between Edge Devices Feb 27, 2020 Anomaly Detection Federated Learning
— Unverified Acceleration for Compressed Gradient Descent in Distributed and Federated Optimization Feb 26, 2020 Federated Learning
— Unverified Towards Utilizing Unlabeled Data in Federated Learning: A Survey and Prospective Feb 26, 2020 BIG-bench Machine Learning Federated Learning
— Unverified LASG: Lazily Aggregated Stochastic Gradients for Communication-Efficient Distributed Learning Feb 26, 2020 Federated Learning
Code Code Available Stochastic-Sign SGD for Federated Learning with Theoretical Guarantees Feb 25, 2020 Federated Learning parameter estimation
— Unverified Personalized Federated Learning for Intelligent IoT Applications: A Cloud-Edge based Framework Feb 25, 2020 Activity Recognition Edge-computing
— Unverified Federated Learning for Resource-Constrained IoT Devices: Panoramas and State-of-the-art Feb 25, 2020 Federated Learning
— Unverified Three Approaches for Personalization with Applications to Federated Learning Feb 25, 2020 All BIG-bench Machine Learning
Code Code Available 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 Federated Learning in the Sky: Joint Power Allocation and Scheduling with UAV Swarms Feb 19, 2020 Federated Learning Scheduling
— Unverified 