Non-Convex Optimization in Federated Learning via Variance Reduction and Adaptive Learning Dec 16, 2024 Federated Learning image-classification
— Unverified Modeling Inter-Intra Heterogeneity for Graph Federated Learning Dec 16, 2024 Federated Learning
Code Code Available Information-Geometric Barycenters for Bayesian Federated Learning Dec 16, 2024 Bayesian Inference Distributed Optimization
— Unverified Efficiently Achieving Secure Model Training and Secure Aggregation to Ensure Bidirectional Privacy-Preservation in Federated Learning Dec 16, 2024 Federated Learning Privacy Preserving
— Unverified TRAIL: Trust-Aware Client Scheduling for Semi-Decentralized Federated Learning Dec 16, 2024 Federated Learning Scheduling
— Unverified Federated Domain Generalization with Label Smoothing and Balanced Decentralized Training Dec 16, 2024 Domain Generalization Federated Learning
— Unverified FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning Dec 16, 2024 Federated Learning Image Generation
Code Code Available UA-PDFL: A Personalized Approach for Decentralized Federated Learning Dec 16, 2024 Federated Learning Privacy Preserving
— Unverified ProFe: Communication-Efficient Decentralized Federated Learning via Distillation and Prototypes Dec 15, 2024 Federated Learning Knowledge Distillation
— Unverified Adaptive Quantization Resolution and Power Control for Federated Learning over Cell-free Networks Dec 14, 2024 Federated Learning Quantization
— Unverified Predicting Survival of Hemodialysis Patients using Federated Learning Dec 14, 2024 Federated Learning
— Unverified Task Diversity in Bayesian Federated Learning: Simultaneous Processing of Classification and Regression Dec 14, 2024 Computational Efficiency Diversity
Code Code Available ExclaveFL: Providing Transparency to Federated Learning using Exclaves Dec 13, 2024 Federated Learning
— Unverified Client-Side Patching against Backdoor Attacks in Federated Learning Dec 13, 2024 Federated Learning
— Unverified Federated Learning of Dynamic Bayesian Network via Continuous Optimization from Time Series Data Dec 13, 2024 Causal Discovery Federated Learning
Code Code Available Deep Learning Model Security: Threats and Defenses Dec 12, 2024 Data Poisoning Deep Learning
— Unverified Federated Foundation Models on Heterogeneous Time Series Dec 12, 2024 Anomaly Detection Federated Learning
Code Code Available Predicting Quality of Video Gaming Experience Using Global-Scale Telemetry Data and Federated Learning Dec 12, 2024 Federated Learning
— Unverified Benchmarking Federated Learning for Semantic Datasets: Federated Scene Graph Generation Dec 11, 2024 Benchmarking Federated Learning
Code Code Available Federated In-Context LLM Agent Learning Dec 11, 2024 Federated Learning In-Context Learning
— Unverified dsLassoCov: a federated machine learning approach incorporating covariate control Dec 11, 2024 Federated Learning Privacy Preserving
— Unverified Federated Learning for Traffic Flow Prediction with Synthetic Data Augmentation Dec 11, 2024 Data Augmentation Federated Learning
— Unverified Learn How to Query from Unlabeled Data Streams in Federated Learning Dec 11, 2024 Benchmarking Decision Making
Code Code Available A Tutorial of Personalized Federated Recommender Systems: Recent Advances and Future Directions Dec 11, 2024 Federated Learning Recommendation Systems
— Unverified How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning? Dec 11, 2024 Federated Learning
— Unverified Evaluating the Potential of Federated Learning for Maize Leaf Disease Prediction Dec 10, 2024 Disease Prediction Federated Learning
— Unverified How Can Incentives and Cut Layer Selection Influence Data Contribution in Split Federated Learning? Dec 10, 2024 Federated Learning
— Unverified Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Dec 10, 2024 Federated Learning Personalized Federated Learning
Code Code Available A New Federated Learning Framework Against Gradient Inversion Attacks Dec 10, 2024 Federated Learning Privacy Preserving
Code Code Available Hierarchical Split Federated Learning: Convergence Analysis and System Optimization Dec 10, 2024 Federated Learning
— Unverified Learnable Sparse Customization in Heterogeneous Edge Computing Dec 10, 2024 Edge-computing Federated Learning
Code Code Available Latency Minimization for UAV-Enabled Federated Learning: Trajectory Design and Resource Allocation Dec 10, 2024 Federated Learning
— Unverified Privacy-Preserving Customer Support: A Framework for Secure and Scalable Interactions Dec 10, 2024 Federated Learning Information Retrieval
— Unverified Tazza: Shuffling Neural Network Parameters for Secure and Private Federated Learning Dec 10, 2024 Computational Efficiency Federated Learning
— Unverified A Framework for Privacy-Preserving in IoV Using Federated Learning With Differential Privacy Dec 9, 2024 Federated Learning Privacy Preserving
— Unverified Sequential Compression Layers for Efficient Federated Learning in Foundational Models Dec 9, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified A cautionary tale on the cost-effectiveness of collaborative AI in real-world medical applications Dec 9, 2024 Federated Learning
— Unverified FedSynthCT-Brain: A Federated Learning Framework for Multi-Institutional Brain MRI-to-CT Synthesis Dec 9, 2024 Federated Learning SSIM
— Unverified H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications Dec 9, 2024 Federated Learning Privacy Preserving
— Unverified Federated Split Learning with Model Pruning and Gradient Quantization in Wireless Networks Dec 9, 2024 Federated Learning Quantization
— Unverified Privacy-Preserving Large Language Models: Mechanisms, Applications, and Future Directions Dec 9, 2024 Federated Learning Privacy Preserving
— Unverified FedRBE -- a decentralized privacy-preserving federated batch effect correction tool for omics data based on limma Dec 8, 2024 Federated Learning Missing Values
— Unverified DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices Dec 8, 2024 Edge-computing Federated Learning
Code Code Available Upcycling Noise for Federated Unlearning Dec 7, 2024 Federated Learning
— Unverified One-shot Federated Learning via Synthetic Distiller-Distillate Communication Dec 6, 2024 Data-free Knowledge Distillation Federated Learning
Code Code Available NebulaFL: Effective Asynchronous Federated Learning for JointCloud Computing Dec 6, 2024 Federated Learning Scheduling
— Unverified Privacy Drift: Evolving Privacy Concerns in Incremental Learning Dec 6, 2024 Federated Learning Incremental Learning
— Unverified A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities Dec 6, 2024 Federated Learning Few-Shot Learning
— Unverified Communication Compression for Distributed Learning without Control Variates Dec 5, 2024 Federated Learning Privacy Preserving
— Unverified FedDW: Distilling Weights through Consistency Optimization in Heterogeneous Federated Learning Dec 5, 2024 Federated Learning Knowledge Distillation
Code Code Available 