Personalized Federated Learning over non-IID Data for Indoor Localization Jul 9, 2021 Federated Learning Indoor Localization
— Unverified Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform Jul 8, 2021 BIG-bench Machine Learning Binary Classification
Code Code Available Federated Learning as a Mean-Field Game Jul 8, 2021 Federated Learning Privacy Preserving
— Unverified Federated Model Search via Reinforcement Learning Jul 7, 2021 Federated Learning Image Classification
— Unverified Federated Learning with Downlink Device Selection Jul 7, 2021 Federated Learning image-classification
— Unverified Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease Jul 7, 2021 Action Recognition Data Augmentation
Code Code Available DER Forecast using Privacy Preserving Federated Learning Jul 7, 2021 Federated Learning Prediction
— Unverified Management of Resource at the Network Edge for Federated Learning Jul 7, 2021 Federated Learning Management
— Unverified RoFL: Robustness of Secure Federated Learning Jul 7, 2021 Federated Learning Privacy Preserving
Code Code Available Energy Efficient Federated Learning in Integrated Fog-Cloud Computing Enabled Internet-of-Things Networks Jul 7, 2021 Cloud Computing Federated Learning
— Unverified SplitAVG: A heterogeneity-aware federated deep learning method for medical imaging Jul 6, 2021 Binary Classification Federated Learning
Code Code Available 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 Gradient-Leakage Resilient Federated Learning Jul 2, 2021 Federated Learning Privacy Preserving
Code Code Available On Bridging Generic and Personalized Federated Learning for Image Classification Jul 2, 2021 Classification Federated Learning
Code Code Available FedCMR: Federated Cross-Modal Retrieval Jul 1, 2021 Cross-Modal Retrieval Federated Learning
Code Code Available FedMix: Approximation of Mixup under Mean Augmented Federated Learning Jul 1, 2021 Data Augmentation Federated Learning
Code Code Available Local-Global Knowledge Distillation in Heterogeneous Federated Learning with Non-IID Data Jun 30, 2021 Federated Learning Knowledge Distillation
— Unverified Faithful Edge Federated Learning: Scalability and Privacy Jun 30, 2021 Federated Learning
— 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 Personalized Federated Learning with Gaussian Processes Jun 29, 2021 Federated Learning Gaussian Processes
Code Code Available A Non-parametric View of FedAvg and FedProx: Beyond Stationary Points Jun 29, 2021 Federated Learning global-optimization
— 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 A Comprehensive Survey of Incentive Mechanism for Federated Learning Jun 27, 2021 Federated Learning Survey
— Unverified Over-the-Air Federated Multi-Task Learning Jun 27, 2021 compressed sensing Federated Learning
— Unverified Reward-Based 1-bit Compressed Federated Distillation on Blockchain Jun 27, 2021 Federated Learning Knowledge Distillation
— Unverified Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available Federated Learning for Intrusion Detection in IoT Security: A Hybrid Ensemble Approach Jun 25, 2021 Federated Learning Intrusion Detection
— Unverified Implicit Gradient Alignment in Distributed and Federated Learning Jun 25, 2021 Federated Learning
— Unverified Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy Jun 25, 2021 Federated Learning
— Unverified Subgraph Federated Learning with Missing Neighbor Generation Jun 25, 2021 Federated Learning Graph Mining
Code Code Available Privacy Threats Analysis to Secure Federated Learning Jun 24, 2021 BIG-bench Machine Learning 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 Behavior Mimics Distribution: Combining Individual and Group Behaviors for Federated Learning Jun 23, 2021 Federated Learning
— Unverified A Federated Data-Driven Evolutionary Algorithm for Expensive Multi/Many-objective Optimization Jun 22, 2021 Evolutionary Algorithms Federated Learning
Code Code Available Enabling Long-Term Cooperation in Cross-Silo Federated Learning: A Repeated Game Perspective Jun 22, 2021 Federated Learning
— Unverified FLRA: A Reference Architecture for Federated Learning Systems Jun 22, 2021 BIG-bench Machine Learning Federated Learning
— Unverified A Vertical Federated Learning Framework for Graph Convolutional Network Jun 22, 2021 Federated Learning Graph Neural Network
— Unverified An Efficient Approach for Cross-Silo Federated Learning to Rank Jun 21, 2021 Federated Learning Learning-To-Rank
Code Code Available FedCM: Federated Learning with Client-level Momentum Jun 21, 2021 Federated Learning
Code Code Available Affect-driven Ordinal Engagement Measurement from Video Jun 21, 2021 Federated Learning Ordinal Classification
— Unverified Federated Learning with Positive and Unlabeled Data Jun 21, 2021 Federated Learning
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