HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients Oct 3, 2020 Federated Learning
Code Code Available Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies Oct 3, 2020 Distributed Optimization Federated Learning
— Unverified Towards Bidirectional Protection in Federated Learning Oct 2, 2020 Federated Learning
— Unverified Practical One-Shot Federated Learning for Cross-Silo Setting Oct 2, 2020 Federated Learning Transfer Learning
Code Code Available Model-sharing Games: Analyzing Federated Learning Under Voluntary Participation Oct 2, 2020 Federated Learning
Code Code Available Blind Federated Learning at the Wireless Edge with Low-Resolution ADC and DAC Oct 1, 2020 Federated Learning
— Unverified Optimal Task Assignment to Heterogeneous Federated Learning Devices Oct 1, 2020 Federated Learning
Code Code Available Intrusion Detection with Segmented Federated Learning for Large-Scale Multiple LANs Sep 28, 2020 Federated Learning Intrusion Detection
Code Code Available A Real-time Contribution Measurement Method for Participants in Federated Learning Sep 28, 2020 Federated Learning
— Unverified Model-Agnostic Round-Optimal Federated Learning via Knowledge Transfer Sep 28, 2020 Federated Learning Transfer Learning
— Unverified Automated Pancreas Segmentation Using Multi-institutional Collaborative Deep Learning Sep 28, 2020 Automated Pancreas Segmentation Deep Learning
— Unverified Loosely Coupled Federated Learning Over Generative Models Sep 28, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Over-the-Air Federated Learning from Heterogeneous Data Sep 27, 2020 Federated Learning
Code Code Available Federated Transfer Learning: concept and applications Sep 26, 2020 Federated Learning Transfer Learning
— Unverified Privacy-preserving Transfer Learning via Secure Maximum Mean Discrepancy Sep 24, 2020 Federated Learning Privacy Preserving
— Unverified FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning Sep 23, 2020 Federated Learning Privacy Preserving
— Unverified Dynamic Fusion based Federated Learning for COVID-19 Detection Sep 22, 2020 BIG-bench Machine Learning Decision Making
— Unverified FedCluster: Boosting the Convergence of Federated Learning via Cluster-Cycling Sep 22, 2020 Federated Learning
— Unverified When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multi-Timescale Resource Management for Multi-access Edge Computing in 5G Ultra Dense Network Sep 22, 2020 Decision Making Deep Reinforcement Learning
— Unverified An Incentive Mechanism for Federated Learning in Wireless Cellular network: An Auction Approach Sep 22, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Sep 21, 2020 Deep Learning Diagnostic
Code Code Available Training Production Language Models without Memorizing User Data Sep 21, 2020 Federated Learning Memorization
— Unverified Estimation of Individual Device Contributions for Incentivizing Federated Learning Sep 20, 2020 Federated Learning
— Unverified Adversarial Robustness through Bias Variance Decomposition: A New Perspective for Federated Learning Sep 18, 2020 Adversarial Robustness Federated Learning
— Unverified Federated Learning with Nesterov Accelerated Gradient Sep 18, 2020 Federated Learning
— Unverified FLAME: Differentially Private Federated Learning in the Shuffle Model Sep 17, 2020 Federated Learning
Code Code Available Distilled One-Shot Federated Learning Sep 17, 2020 Dataset Distillation Federated Learning
— Unverified Byzantine-Robust Variance-Reduced Federated Learning over Distributed Non-i.i.d. Data Sep 17, 2020 Federated Learning
Code Code Available FedSmart: An Auto Updating Federated Learning Optimization Mechanism Sep 16, 2020 Federated Learning Privacy Preserving
— Unverified Federated Dynamic GNN with Secure Aggregation Sep 15, 2020 Federated Learning Graph Neural Network
— Unverified A Vertical Federated Learning Method for Interpretable Scorecard and Its Application in Credit Scoring Sep 14, 2020 Federated Learning Management
— Unverified Effective Federated Adaptive Gradient Methods with Non-IID Decentralized Data Sep 14, 2020 Edge-computing Federated Learning
— Unverified Robustness and Personalization in Federated Learning: A Unified Approach via Regularization Sep 14, 2020 Federated Learning Personalized Federated Learning
— Unverified A Principled Approach to Data Valuation for Federated Learning Sep 14, 2020 Data Summarization Data Valuation
— Unverified Private data sharing between decentralized users through the privGAN architecture Sep 14, 2020 Federated Learning
— Unverified SAPAG: A Self-Adaptive Privacy Attack From Gradients Sep 14, 2020 Federated Learning Reconstruction Attack
— Unverified FLaPS: Federated Learning and Privately Scaling Sep 13, 2020 Federated Learning
Code Code Available Federated Generalized Bayesian Learning via Distributed Stein Variational Gradient Descent Sep 11, 2020 Bayesian Inference Federated Learning
Code Code Available Trading Data For Learning: Incentive Mechanism For On-Device Federated Learning Sep 11, 2020 Federated Learning
— Unverified Federated Model Distillation with Noise-Free Differential Privacy Sep 11, 2020 Federated Learning
— Unverified Low-Rank Training of Deep Neural Networks for Emerging Memory Technology Sep 8, 2020 Computational Efficiency Decision Making
— Unverified FedCM: A Real-time Contribution Measurement Method for Participants in Federated Learning Sep 8, 2020 Federated Learning
— Unverified Local and Central Differential Privacy for Robustness and Privacy in Federated Learning Sep 8, 2020 Federated Learning
— Unverified Hybrid Differentially Private Federated Learning on Vertically Partitioned Data Sep 6, 2020 Federated Learning Privacy Preserving
— Unverified Blockchain-based Federated Learning for Failure Detection in Industrial IoT Sep 6, 2020 Federated Learning Privacy Preserving
— Unverified Particle Swarm Optimized Federated Learning For Industrial IoT and Smart City Services Sep 5, 2020 Federated Learning global-optimization
— Unverified FedBE: Making Bayesian Model Ensemble Applicable to Federated Learning Sep 4, 2020 Bayesian Inference Federated Learning
Code Code Available ESMFL: Efficient and Secure Models for Federated Learning Sep 3, 2020 Federated Learning Privacy Preserving
— Unverified Federated Learning for Breast Density Classification: A Real-World Implementation Sep 3, 2020 breast density classification Classification
— Unverified Fed-Sim: Federated Simulation for Medical Imaging Sep 1, 2020 Federated Learning
— Unverified 