Variance-Reduced Heterogeneous Federated Learning via Stratified Client Selection Jan 15, 2022 Diversity Federated Learning
— Unverified Demystifying Swarm Learning: A New Paradigm of Blockchain-based Decentralized Federated Learning Jan 14, 2022 Federated Learning Privacy Preserving
— Unverified Federated Continual Learning for Socially Aware Robotics Jan 14, 2022 Continual Learning Federated Learning
— Unverified Jamming Attacks on Federated Learning in Wireless Networks Jan 13, 2022 Federated Learning
— Unverified Partial Model Averaging in Federated Learning: Performance Guarantees and Benefits Jan 11, 2022 Federated Learning
— Unverified An Interpretable Federated Learning-based Network Intrusion Detection Framework Jan 10, 2022 Federated Learning Intrusion Detection
— Unverified FedDTG:Federated Data-Free Knowledge Distillation via Three-Player Generative Adversarial Networks Jan 10, 2022 Data-free Knowledge Distillation Federated Learning
— Unverified Communication-Efficient Federated Learning with Accelerated Client Gradient Jan 10, 2022 Federated Learning
Code Code Available A Multi-agent Reinforcement Learning Approach for Efficient Client Selection in Federated Learning Jan 9, 2022 Federated Learning Multi-agent Reinforcement Learning
— Unverified A Fair and Efficient Hybrid Federated Learning Framework based on XGBoost for Distributed Power Prediction Jan 8, 2022 Fairness Federated Learning
— Unverified LoMar: A Local Defense Against Poisoning Attack on Federated Learning Jan 8, 2022 Density Estimation Edge-computing
— Unverified ADI: Adversarial Dominating Inputs in Vertical Federated Learning Systems Jan 8, 2022 Federated Learning Privacy Preserving
— Unverified Fair and efficient contribution valuation for vertical federated learning Jan 7, 2022 Fairness Federated Learning
— Unverified Optimizing the Communication-Accuracy Trade-off in Federated Learning with Rate-Distortion Theory Jan 7, 2022 Federated Learning Quantization
Code Code Available Auction-Based Ex-Post-Payment Incentive Mechanism Design for Horizontal Federated Learning with Reputation and Contribution Measurement Jan 7, 2022 Computational Efficiency Federated Learning
— Unverified Multi-Model Federated Learning Jan 7, 2022 Federated Learning model
— Unverified Federated Optimization of Smooth Loss Functions Jan 6, 2022 Federated Learning
— Unverified Towards Understanding Quality Challenges of the Federated Learning for Neural Networks: A First Look from the Lens of Robustness Jan 5, 2022 Data Poisoning Federated Learning
Code Code Available FedBalancer: Data and Pace Control for Efficient Federated Learning on Heterogeneous Clients Jan 5, 2022 Federated Learning
Code Code Available Semantics-Preserved Distortion for Personal Privacy Protection in Information Management Jan 4, 2022 Attribute Constituency Parsing
— Unverified Robust Semi-supervised Federated Learning for Images Automatic Recognition in Internet of Drones Jan 3, 2022 Federated Learning Privacy Preserving
— Unverified DeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection Jan 3, 2022 Federated Learning
— Unverified Learning To Collaborate in Decentralized Learning of Personalized Models Jan 1, 2022 Federated Learning image-classification
— Unverified Robust Federated Learning With Noisy and Heterogeneous Clients Jan 1, 2022 Federated Learning
Code Code Available Learn From Others and Be Yourself in Heterogeneous Federated Learning Jan 1, 2022 Continual Learning Federated Learning
Code Code Available ATPFL: Automatic Trajectory Prediction Model Design Under Federated Learning Framework Jan 1, 2022 Federated Learning Trajectory Prediction
— Unverified CD2-pFed: Cyclic Distillation-Guided Channel Decoupling for Model Personalization in Federated Learning Jan 1, 2022 Federated Learning Medical Image Analysis
— Unverified Federated Learning for Cross-block Oil-water Layer Identification Dec 29, 2021 Federated Learning
— Unverified Challenges and Approaches for Mitigating Byzantine Attacks in Federated Learning Dec 29, 2021 Federated Learning
— Unverified Feature-context driven Federated Meta-Learning for Rare Disease Prediction Dec 29, 2021 Disease Prediction Federated Learning
— Unverified Robust Convergence in Federated Learning through Label-wise Clustering Dec 28, 2021 Clustering Federated Learning
— Unverified APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers Dec 28, 2021 Federated Learning
— Unverified Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback Dec 28, 2021 Federated Learning Stochastic Optimization
Code Code Available Over-the-Air Federated Multi-Task Learning Over MIMO Multiple Access Channels Dec 27, 2021 Federated Learning Multi-Task Learning
— Unverified Resource-Efficient and Delay-Aware Federated Learning Design under Edge Heterogeneity Dec 27, 2021 BIG-bench Machine Learning Federated Learning
— Unverified SPIDER: Searching Personalized Neural Architecture for Federated Learning Dec 27, 2021 Federated Learning Neural Architecture Search
— Unverified Wireless-Enabled Asynchronous Federated Fourier Neural Network for Turbulence Prediction in Urban Air Mobility (UAM) Dec 26, 2021 Federated Learning
— Unverified Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
Code Code Available Towards Federated Learning on Time-Evolving Heterogeneous Data Dec 25, 2021 Diversity Federated Learning
— Unverified Faster Rates for Compressed Federated Learning with Client-Variance Reduction Dec 24, 2021 Federated Learning
— Unverified Sparsified Secure Aggregation for Privacy-Preserving Federated Learning Dec 23, 2021 Federated Learning Privacy Preserving
— Unverified FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition Dec 23, 2021 Face Recognition Federated Learning
Code Code Available DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available FLoBC: A Decentralized Blockchain-Based Federated Learning Framework Dec 22, 2021 BIG-bench Machine Learning Federated Learning
— Unverified FedLGA: Towards System-Heterogeneity of Federated Learning via Local Gradient Approximation Dec 22, 2021 Federated Learning
— Unverified On-the-fly Resource-Aware Model Aggregation for Federated Learning in Heterogeneous Edge Dec 21, 2021 BIG-bench Machine Learning Edge-computing
— Unverified FedPOIRec: Privacy Preserving Federated POI Recommendation with Social Influence Dec 21, 2021 Federated Learning Privacy Preserving
— Unverified Hierarchical Over-the-Air Federated Edge Learning Dec 21, 2021 Federated Learning
— Unverified Tackling System and Statistical Heterogeneity for Federated Learning with Adaptive Client Sampling Dec 21, 2021 Federated Learning
— Unverified Distributed Machine Learning and the Semblance of Trust Dec 21, 2021 BIG-bench Machine Learning Federated Learning
— Unverified 