Privacy-preserving Federated Learning for Residential Short Term Load Forecasting Nov 17, 2021 Federated Learning Load Forecasting
— Unverified Differentially Private Federated Learning on Heterogeneous Data Nov 17, 2021 Federated Learning
Code Code Available A Parameter Aggregation Strategy on Personalized Federated Learning Nov 16, 2021 Edge-computing Federated Learning
— Unverified Learning Tokenization in Private Federated Learning with Sub-Word Model Sampling Nov 16, 2021 Federated Learning Language Modeling
— Unverified FedParsing: a Semi-Supervised Federated Learning Model on Semantic Parsing Nov 16, 2021 Federated Learning Semantic Parsing
— Unverified HADFL: Heterogeneity-aware Decentralized Federated Learning Framework Nov 16, 2021 Federated Learning
— Unverified FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning Nov 16, 2021 Federated Learning Privacy Preserving
Code Code Available Wyner-Ziv Gradient Compression for Federated Learning Nov 16, 2021 Federated Learning Quantization
— Unverified FedCostWAvg: A new averaging for better Federated Learning Nov 16, 2021 Federated Learning Segmentation
— Unverified Federated Learning for Smart Healthcare: A Survey Nov 16, 2021 Federated Learning Management
— Unverified On-Demand Unlabeled Personalized Federated Learning Nov 16, 2021 Domain Adaptation Federated Learning
— Unverified DNN gradient lossless compression: Can GenNorm be the answer? Nov 15, 2021 Federated Learning
Code Code Available Federated Learning for Internet of Things: Applications, Challenges, and Opportunities Nov 15, 2021 Federated Learning
— Unverified On the Tradeoff between Energy, Precision, and Accuracy in Federated Quantized Neural Networks Nov 15, 2021 Federated Learning Quantization
— Unverified Power Allocation for Wireless Federated Learning using Graph Neural Networks Nov 15, 2021 Federated Learning
Code Code Available Federated Learning with Hyperparameter-based Clustering for Electrical Load Forecasting Nov 14, 2021 Clustering Edge-computing
— Unverified Eluding Secure Aggregation in Federated Learning via Model Inconsistency Nov 14, 2021 Federated Learning
Code Code Available Attentive Federated Learning for Concept Drift in Distributed 5G Edge Networks Nov 14, 2021 Continual Learning Edge-computing
Code Code Available Towards Privacy-Preserving Affect Recognition: A Two-Level Deep Learning Architecture Nov 14, 2021 Federated Learning Privacy Preserving
— Unverified Edge-Native Intelligence for 6G Communications Driven by Federated Learning: A Survey of Trends and Challenges Nov 14, 2021 Federated Learning Survey
— Unverified An Energy Consumption Model for Electrical Vehicle Networks via Extended Federated-learning Nov 13, 2021 Anomaly Detection Federated Learning
— Unverified STFL: A Temporal-Spatial Federated Learning Framework for Graph Neural Networks Nov 12, 2021 Federated Learning
Code Code Available Hierarchical Bayesian Bandits Nov 12, 2021 Federated Learning Thompson Sampling
— Unverified FedGreen: Federated Learning with Fine-Grained Gradient Compression for Green Mobile Edge Computing Nov 11, 2021 Edge-computing Federated Learning
— Unverified Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System Nov 11, 2021 Fairness Federated Learning
— Unverified Linear Speedup in Personalized Collaborative Learning Nov 10, 2021 Federated Learning Stochastic Optimization
Code Code Available DACFL: Dynamic Average Consensus Based Federated Learning in Decentralized Topology Nov 10, 2021 Federated Learning
— Unverified Data privacy protection in microscopic image analysis for material data mining Nov 9, 2021 Federated Learning Image Segmentation
— Unverified Unified Group Fairness on Federated Learning Nov 9, 2021 Attribute Fairness
— Unverified The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning Nov 9, 2021 Federated Learning Meta-Learning
— Unverified DP-REC: Private & Communication-Efficient Federated Learning Nov 9, 2021 Federated Learning
— Unverified Papaya: Practical, Private, and Scalable Federated Learning Nov 8, 2021 Federated Learning
— Unverified Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available Federated Learning Based on Dynamic Regularization Nov 8, 2021 Federated Learning
Code Code Available DQRE-SCnet: A novel hybrid approach for selecting users in Federated Learning with Deep-Q-Reinforcement Learning based on Spectral Clustering Nov 7, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Privacy attacks for automatic speech recognition acoustic models in a federated learning framework Nov 6, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Data Selection for Efficient Model Update in Federated Learning Nov 5, 2021 Federated Learning Transfer Learning
— Unverified DVFL: A Vertical Federated Learning Method for Dynamic Data Nov 5, 2021 Federated Learning Knowledge Distillation
— Unverified Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective Nov 5, 2021 Federated Learning
Code Code Available FedLess: Secure and Scalable Federated Learning Using Serverless Computing Nov 5, 2021 Federated Learning Management
Code Code Available Parameterized Knowledge Transfer for Personalized Federated Learning Nov 4, 2021 Federated Learning Personalized Federated Learning
Code Code Available A Personalized Federated Learning Algorithm: an Application in Anomaly Detection Nov 4, 2021 Anomaly Detection Federated Learning
— Unverified A Cyber Threat Intelligence Sharing Scheme based on Federated Learning for Network Intrusion Detection Nov 4, 2021 Federated Learning Intrusion Detection
— Unverified Federated Expectation Maximization with heterogeneity mitigation and variance reduction Nov 3, 2021 Federated Learning Imputation
— Unverified FedSim: Similarity guided model aggregation for Federated Learning Nov 2, 2021 Federated Learning model
Code Code Available Basis Matters: Better Communication-Efficient Second Order Methods for Federated Learning Nov 2, 2021 Distributed Optimization Federated Learning
— Unverified Towards Fairness-Aware Federated Learning Nov 2, 2021 Fairness Federated Learning
— Unverified Practical and Light-weight Secure Aggregation for Federated Submodel Learning Nov 2, 2021 Federated Learning Privacy Preserving
— Unverified FedGraph: Federated Graph Learning with Intelligent Sampling Nov 2, 2021 Deep Reinforcement Learning Federated Learning
— Unverified 