Local Differential Privacy based Federated Learning for Internet of Things Apr 19, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Towards Non-I.I.D. and Invisible Data with FedNAS: Federated Deep Learning via Neural Architecture Search Apr 18, 2020 Federated Learning Neural Architecture Search
Code Code Available Asymmetrical Vertical Federated Learning Apr 16, 2020 Federated Learning Vertical Federated Learning
— Unverified 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 Lightwave Power Transfer for Federated Learning-based Wireless Networks Apr 11, 2020 Federated Learning
Code Code Available 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 FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning Apr 7, 2020 Federated Learning
Code Code Available 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 A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus Apr 2, 2020 Federated Learning
Code Code Available An Overview of Federated Deep Learning Privacy Attacks and Defensive Strategies Apr 1, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Inverting Gradients -- How easy is it to break privacy in federated learning? Mar 31, 2020 Federated Learning
Code Code Available Concentrated Differentially Private and Utility Preserving Federated Learning Mar 30, 2020 Federated Learning Privacy Preserving
— Unverified End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things Mar 30, 2020 Federated Learning
Code Code Available Adaptive Personalized Federated Learning Mar 30, 2020 Bilevel Optimization Federated Learning
Code Code Available Differentially Private Federated Learning for Resource-Constrained Internet of Things Mar 28, 2020 Federated Learning
— Unverified Federated Residual Learning Mar 28, 2020 Federated Learning
— Unverified Semi-Federated Learning Mar 28, 2020 Clustering Federated Learning
Code Code Available FedSel: Federated SGD under Local Differential Privacy with Top-k Dimension Selection Mar 24, 2020 Federated Learning
— Unverified Learn to Forget: Machine Unlearning via Neuron Masking Mar 24, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Dynamic Sampling and Selective Masking for Communication-Efficient Federated Learning Mar 21, 2020 Federated Learning image-classification
— Unverified Privacy-Preserving News Recommendation Model Learning Mar 21, 2020 Articles Federated Learning
Code Code Available 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 Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach Mar 19, 2020 Clustering Federated Learning
Code Code Available 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 Federated Visual Classification with Real-World Data Distribution Mar 18, 2020 Classification Diversity
Code Code Available The Future of Digital Health with Federated Learning Mar 18, 2020 Federated Learning
— Unverified 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 Ternary Compression for Communication-Efficient Federated Learning Mar 7, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Federated Continual Learning with Weighted Inter-client Transfer Mar 6, 2020 Continual Learning Federated Learning
Code Code Available Practical Privacy Preserving POI Recommendation Mar 5, 2020 Federated Learning Privacy Preserving
— Unverified Real-time Federated Evolutionary Neural Architecture Search Mar 4, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Gradient Statistics Aware Power Control for Over-the-Air Federated Learning Mar 4, 2020 Denoising Federated Learning
— Unverified Threats to Federated Learning: A Survey Mar 4, 2020 Federated Learning Survey
— Unverified Evaluation Framework For Large-scale Federated Learning Mar 3, 2020 Federated Learning
Code Code Available 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 Adaptive Federated Optimization Feb 29, 2020 Federated Learning
Code Code Available 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 LASG: Lazily Aggregated Stochastic Gradients for Communication-Efficient Distributed Learning Feb 26, 2020 Federated Learning
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