How to Backdoor HyperNetwork in Personalized Federated Learning? Jan 18, 2022 Data Poisoning Federated Learning
— Unverified Fairness in Federated Learning for Spatial-Temporal Applications Jan 17, 2022 Fairness Federated Learning
— Unverified EFMVFL: An Efficient and Flexible Multi-party Vertical Federated Learning without a Third Party Jan 17, 2022 Federated Learning regression
— Unverified FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Jan 16, 2022 Benchmarking Federated Learning
— Unverified 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 FedDTG:Federated Data-Free Knowledge Distillation via Three-Player Generative Adversarial Networks Jan 10, 2022 Data-free Knowledge Distillation Federated Learning
— Unverified An Interpretable Federated Learning-based Network Intrusion Detection Framework Jan 10, 2022 Federated Learning Intrusion Detection
— Unverified 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 ADI: Adversarial Dominating Inputs in Vertical Federated Learning Systems Jan 8, 2022 Federated Learning Privacy Preserving
— Unverified LoMar: A Local Defense Against Poisoning Attack on Federated Learning Jan 8, 2022 Density Estimation Edge-computing
— Unverified 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 Fair and efficient contribution valuation for vertical federated learning Jan 7, 2022 Fairness Federated Learning
— Unverified Multi-Model Federated Learning Jan 7, 2022 Federated Learning model
— Unverified Optimizing the Communication-Accuracy Trade-off in Federated Learning with Rate-Distortion Theory Jan 7, 2022 Federated Learning Quantization
Code Code Available 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 Semantics-Preserved Distortion for Personal Privacy Protection in Information Management Jan 4, 2022 Attribute Constituency Parsing
— Unverified DeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection Jan 3, 2022 Federated Learning
— Unverified Robust Semi-supervised Federated Learning for Images Automatic Recognition in Internet of Drones Jan 3, 2022 Federated Learning Privacy Preserving
— Unverified Learning To Collaborate in Decentralized Learning of Personalized Models Jan 1, 2022 Federated Learning image-classification
— Unverified 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 Feature-context driven Federated Meta-Learning for Rare Disease Prediction Dec 29, 2021 Disease Prediction Federated Learning
— Unverified Challenges and Approaches for Mitigating Byzantine Attacks in Federated Learning Dec 29, 2021 Federated Learning
— Unverified Federated Learning for Cross-block Oil-water Layer Identification Dec 29, 2021 Federated Learning
— Unverified Robust Convergence in Federated Learning through Label-wise Clustering Dec 28, 2021 Clustering 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 APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers Dec 28, 2021 Federated Learning
— Unverified SPIDER: Searching Personalized Neural Architecture for Federated Learning Dec 27, 2021 Federated Learning Neural Architecture Search
— Unverified Resource-Efficient and Delay-Aware Federated Learning Design under Edge Heterogeneity Dec 27, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Over-the-Air Federated Multi-Task Learning Over MIMO Multiple Access Channels Dec 27, 2021 Federated Learning Multi-Task Learning
— Unverified Wireless-Enabled Asynchronous Federated Fourier Neural Network for Turbulence Prediction in Urban Air Mobility (UAM) Dec 26, 2021 Federated Learning
— Unverified 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 FedLGA: Towards System-Heterogeneity of Federated Learning via Local Gradient Approximation Dec 22, 2021 Federated Learning
— Unverified FLoBC: A Decentralized Blockchain-Based Federated Learning Framework Dec 22, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Distributed Machine Learning and the Semblance of Trust Dec 21, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Hierarchical Over-the-Air Federated Edge Learning Dec 21, 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 Tackling System and Statistical Heterogeneity for Federated Learning with Adaptive Client Sampling Dec 21, 2021 Federated Learning
— Unverified FedPOIRec: Privacy Preserving Federated POI Recommendation with Social Influence Dec 21, 2021 Federated Learning Privacy Preserving
— Unverified Certified Federated Adversarial Training Dec 20, 2021 Adversarial Robustness Federated Learning
— Unverified Semi-Decentralized Federated Edge Learning with Data and Device Heterogeneity Dec 20, 2021 Federated Learning Privacy Preserving
— Unverified FedNI: Federated Graph Learning with Network Inpainting for Population-Based Disease Prediction Dec 19, 2021 Disease Prediction Federated Learning
— Unverified 