RingFed: Reducing Communication Costs in Federated Learning on Non-IID Data Jul 19, 2021 Federated Learning
— Unverified Renyi Differential Privacy of the Subsampled Shuffle Model in Distributed Learning Jul 19, 2021 Federated Learning Stochastic Optimization
— Unverified Federated Action Recognition on Heterogeneous Embedded Devices Jul 18, 2021 Action Recognition Federated Learning
— Unverified RobustFed: A Truth Inference Approach for Robust Federated Learning Jul 18, 2021 Federated Learning
— Unverified Decentralized federated learning of deep neural networks on non-iid data Jul 18, 2021 Federated Learning
— Unverified An Experimental Study of Data Heterogeneity in Federated Learning Methods for Medical Imaging Jul 18, 2021 Federated Learning Privacy Preserving
— Unverified AutoFL: Enabling Heterogeneity-Aware Energy Efficient Federated Learning Jul 16, 2021 Federated Learning
— Unverified Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures Jul 16, 2021 AutoML Federated Learning
— Unverified Privacy-preserving Spatiotemporal Scenario Generation of Renewable Energies: A Federated Deep Generative Learning Approach Jul 16, 2021 Decision Making Federated Learning
— Unverified Genetic CFL: Optimization of Hyper-Parameters in Clustered Federated Learning Jul 15, 2021 Edge-computing Federated Learning
Code Code Available Decentralized Bayesian Learning with Metropolis-Adjusted Hamiltonian Monte Carlo Jul 15, 2021 Federated Learning
— Unverified TEACHING -- Trustworthy autonomous cyber-physical applications through human-centred intelligence Jul 14, 2021 Federated Learning
— Unverified IFedAvg: Interpretable Data-Interoperability for Federated Learning Jul 14, 2021 Federated Learning
Code Code Available Federated Mixture of Experts Jul 14, 2021 Federated Learning Mixture-of-Experts
— Unverified Communication-Efficient Hierarchical Federated Learning for IoT Heterogeneous Systems with Imbalanced Data Jul 14, 2021 Federated Learning
Code Code Available A Field Guide to Federated Optimization Jul 14, 2021 Federated Learning
Code Code Available Sparse Personalized Federated Learning Jul 12, 2021 Diversity Federated Learning
Code Code Available Lithography Hotspot Detection via Heterogeneous Federated Learning with Local Adaptation Jul 9, 2021 Federated Learning
— Unverified Federated Learning with Dynamic Transformer for Text to Speech Jul 9, 2021 Federated Learning text-to-speech
— Unverified Personalized Federated Learning over non-IID Data for Indoor Localization Jul 9, 2021 Federated Learning Indoor Localization
— Unverified Federated Learning as a Mean-Field Game Jul 8, 2021 Federated Learning Privacy Preserving
— Unverified DER Forecast using Privacy Preserving Federated Learning Jul 7, 2021 Federated Learning Prediction
— Unverified Energy Efficient Federated Learning in Integrated Fog-Cloud Computing Enabled Internet-of-Things Networks Jul 7, 2021 Cloud Computing Federated Learning
— Unverified Federated Model Search via Reinforcement Learning Jul 7, 2021 Federated Learning Image Classification
— Unverified Management of Resource at the Network Edge for Federated Learning Jul 7, 2021 Federated Learning Management
— Unverified Federated Learning with Downlink Device Selection Jul 7, 2021 Federated Learning image-classification
— Unverified Differentially private federated deep learning for multi-site medical image segmentation Jul 6, 2021 Deep Learning Federated Learning
Code Code Available Memory-aware curriculum federated learning for breast cancer classification Jul 6, 2021 Breast Cancer Detection Cancer Classification
Code Code Available Optimizing the Numbers of Queries and Replies in Federated Learning with Differential Privacy Jul 5, 2021 Federated Learning
Code Code Available FedFog: Network-Aware Optimization of Federated Learning over Wireless Fog-Cloud Systems Jul 4, 2021 Federated Learning
— Unverified Towards Scheduling Federated Deep Learning using Meta-Gradients for Inter-Hospital Learning Jul 4, 2021 Federated Learning Scheduling
— Unverified Byzantine-robust Federated Learning through Spatial-temporal Analysis of Local Model Updates Jul 3, 2021 Federated Learning
— Unverified Segmented Federated Learning for Adaptive Intrusion Detection System Jul 2, 2021 Federated Learning Intrusion Detection
— Unverified Faithful Edge Federated Learning: Scalability and Privacy Jun 30, 2021 Federated Learning
— Unverified Local-Global Knowledge Distillation in Heterogeneous Federated Learning with Non-IID Data Jun 30, 2021 Federated Learning Knowledge Distillation
— Unverified A Non-parametric View of FedAvg and FedProx: Beyond Stationary Points Jun 29, 2021 Federated Learning global-optimization
— Unverified UAV-assisted Online Machine Learning over Multi-Tiered Networks: A Hierarchical Nested Personalized Federated Learning Approach Jun 29, 2021 Decision Making Deep Reinforcement Learning
— Unverified Weight Divergence Driven Divide-and-Conquer Approach for Optimal Federated Learning from non-IID Data Jun 28, 2021 Federated Learning
— Unverified Federated Dynamic Spectrum Access Jun 28, 2021 Federated Learning Multi-agent Reinforcement Learning
— Unverified Reward-Based 1-bit Compressed Federated Distillation on Blockchain Jun 27, 2021 Federated Learning Knowledge Distillation
— Unverified Over-the-Air Federated Multi-Task Learning Jun 27, 2021 compressed sensing Federated Learning
— Unverified A Comprehensive Survey of Incentive Mechanism for Federated Learning Jun 27, 2021 Federated Learning Survey
— Unverified Implicit Gradient Alignment in Distributed and Federated Learning Jun 25, 2021 Federated Learning
— Unverified Federated Learning for Intrusion Detection in IoT Security: A Hybrid Ensemble Approach Jun 25, 2021 Federated Learning Intrusion Detection
— Unverified Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy Jun 25, 2021 Federated Learning
— Unverified Personalized Federated Learning with Contextualized Generalization Jun 24, 2021 Federated Learning Personalized Federated Learning
— Unverified Federated Noisy Client Learning Jun 24, 2021 Federated Learning
Code Code Available Privacy Threats Analysis to Secure Federated Learning Jun 24, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Behavior Mimics Distribution: Combining Individual and Group Behaviors for Federated Learning Jun 23, 2021 Federated Learning
— Unverified FLRA: A Reference Architecture for Federated Learning Systems Jun 22, 2021 BIG-bench Machine Learning Federated Learning
— Unverified 