Differentially Private Vertical Federated Clustering Aug 2, 2022 Clustering Federated Learning
Code Code Available Mobility-Aware Cooperative Caching in Vehicular Edge Computing Based on Asynchronous Federated and Deep Reinforcement Learning Aug 2, 2022 Deep Reinforcement Learning Edge-computing
Code Code Available DeFL: Decentralized Weight Aggregation for Cross-silo Federated Learning Aug 1, 2022 Federated Learning Privacy Preserving
— Unverified Towards Communication-efficient Vertical Federated Learning Training via Cache-enabled Local Updates Jul 29, 2022 Federated Learning Vertical Federated Learning
— Unverified FedVARP: Tackling the Variance Due to Partial Client Participation in Federated Learning Jul 28, 2022 Federated Learning
— Unverified ReFRS: Resource-efficient Federated Recommender System for Dynamic and Diversified User Preferences Jul 28, 2022 Federated Learning Recommendation Systems
— Unverified Federated Learning for IoUT: Concepts, Applications, Challenges and Opportunities Jul 28, 2022 BIG-bench Machine Learning Federated Learning
— Unverified AI Approaches in Processing and Using Data in Personalized Medicine Jul 26, 2022 Explainable artificial intelligence Federated Learning
— Unverified CFLIT: Coexisting Federated Learning and Information Transfer Jul 26, 2022 Federated Learning
— Unverified Reconciling Security and Communication Efficiency in Federated Learning Jul 26, 2022 Federated Learning Quantization
Code Code Available Collaboration in Participant-Centric Federated Learning: A Game-Theoretical Perspective Jul 25, 2022 Federated Learning
— Unverified Technical Report: Assisting Backdoor Federated Learning with Whole Population Knowledge Alignment Jul 25, 2022 Backdoor Attack Federated Learning
— Unverified BPFISH: Blockchain and Privacy-preserving FL Inspired Smart Healthcare Jul 24, 2022 Federated Learning Privacy Preserving
— Unverified Privacy Against Inference Attacks in Vertical Federated Learning Jul 24, 2022 Federated Learning Inference Attack
— Unverified Mitigating the Performance Sacrifice in DP-Satisfied Federated Settings through Graph Contrastive Learning Jul 24, 2022 Contrastive Learning Federated Learning
— Unverified Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges Jul 24, 2022 Continual Learning Federated Learning
Code Code Available Handling Data Heterogeneity in Federated Learning via Knowledge Distillation and Fusion Jul 23, 2022 Data-free Knowledge Distillation Fairness
Code Code Available Federated Semi-Supervised Domain Adaptation via Knowledge Transfer Jul 21, 2022 Domain Adaptation Federated Learning
— Unverified Federated Learning on Adaptively Weighted Nodes by Bilevel Optimization Jul 21, 2022 Bilevel Optimization Federated Learning
— Unverified FOCUS: Fairness via Agent-Awareness for Federated Learning on Heterogeneous Data Jul 21, 2022 Fairness Federated Learning
— Unverified UniFed: All-In-One Federated Learning Platform to Unify Open-Source Frameworks Jul 21, 2022 All Federated Learning
Code Code Available FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning Jul 20, 2022 Federated Learning image-classification
— Unverified Combined Federated and Split Learning in Edge Computing for Ubiquitous Intelligence in Internet of Things: State of the Art and Future Directions Jul 20, 2022 Edge-computing Federated Learning
— Unverified Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM Jul 20, 2022 Denoising Federated Learning
Code Code Available Reducing Training Time in Cross-Silo Federated Learning using Multigraph Topology Jul 20, 2022 Federated Learning
Code Code Available Slimmable Quantum Federated Learning Jul 20, 2022 Federated Learning
— Unverified Green, Quantized Federated Learning over Wireless Networks: An Energy-Efficient Design Jul 19, 2022 Federated Learning Quantization
— Unverified On Decentralizing Federated Reinforcement Learning in Multi-Robot Scenarios Jul 19, 2022 Federated Learning Q-Learning
— Unverified FedNet2Net: Saving Communication and Computations in Federated Learning with Model Growing Jul 19, 2022 Federated Learning
— Unverified FLDetector: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clients Jul 19, 2022 Federated Learning Model Poisoning
Code Code Available Over-the-Air Federated Edge Learning with Hierarchical Clustering Jul 19, 2022 Clustering Federated Learning
— Unverified SphereFed: Hyperspherical Federated Learning Jul 19, 2022 Federated Learning
— Unverified FedX: Unsupervised Federated Learning with Cross Knowledge Distillation Jul 19, 2022 Contrastive Learning Federated Learning
Code Code Available Is Vertical Logistic Regression Privacy-Preserving? A Comprehensive Privacy Analysis and Beyond Jul 19, 2022 Federated Learning Philosophy
— Unverified Training Large-Vocabulary Neural Language Models by Private Federated Learning for Resource-Constrained Devices Jul 18, 2022 Federated Learning Language Modeling
— Unverified Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications Jul 18, 2022 Activity Recognition Anomaly Detection
— Unverified FLAIR: Federated Learning Annotated Image Repository Jul 18, 2022 Federated Learning Multi-Label Classification
Code Code Available Federated Learning for Non-IID Data via Client Variance Reduction and Adaptive Server Update Jul 18, 2022 Federated Learning
— Unverified Study of the performance and scalability of federated learning for medical imaging with intermittent clients Jul 18, 2022 Federated Learning Medical Image Analysis
— Unverified Federated Self-Supervised Learning in Heterogeneous Settings: Limits of a Baseline Approach on HAR Jul 17, 2022 Activity Recognition Federated Learning
— Unverified Federated Continual Learning through distillation in pervasive computing Jul 17, 2022 Activity Recognition Continual Learning
— Unverified Fast Composite Optimization and Statistical Recovery in Federated Learning Jul 17, 2022 Federated Learning
— Unverified Federated Learning and catastrophic forgetting in pervasive computing: demonstration in HAR domain Jul 17, 2022 Activity Recognition Federated Learning
— Unverified Multi-Task and Transfer Learning for Federated Learning Applications Jul 17, 2022 Federated Learning Meta-Learning
— Unverified Balancing Accuracy and Integrity for Reconfigurable Intelligent Surface-aided Over-the-Air Federated Learning Jul 17, 2022 Federated Learning Robust Design
— Unverified Collaborative Learning in Kernel-based Bandits for Distributed Users Jul 16, 2022 Federated Learning
— Unverified Sotto Voce: Federated Speech Recognition with Differential Privacy Guarantees Jul 16, 2022 Federated Learning speech-recognition
— Unverified Suppressing Poisoning Attacks on Federated Learning for Medical Imaging Jul 15, 2022 Federated Learning Outlier Detection
Code Code Available Introducing Federated Learning into Internet of Things ecosystems -- preliminary considerations Jul 15, 2022 Federated Learning
— Unverified Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID Data Jul 15, 2022 Federated Learning Model Compression
Code Code Available 