Evaluating the Potential of Federated Learning for Maize Leaf Disease Prediction Dec 10, 2024 Disease Prediction Federated Learning
— Unverified Privacy-Preserving Customer Support: A Framework for Secure and Scalable Interactions Dec 10, 2024 Federated Learning Information Retrieval
— 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 Hierarchical Split Federated Learning: Convergence Analysis and System Optimization Dec 10, 2024 Federated Learning
— Unverified Tazza: Shuffling Neural Network Parameters for Secure and Private Federated Learning Dec 10, 2024 Computational Efficiency Federated Learning
— Unverified How Can Incentives and Cut Layer Selection Influence Data Contribution in Split Federated Learning? Dec 10, 2024 Federated Learning
— Unverified A cautionary tale on the cost-effectiveness of collaborative AI in real-world medical applications Dec 9, 2024 Federated Learning
— Unverified Privacy-Preserving Large Language Models: Mechanisms, Applications, and Future Directions 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 H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications Dec 9, 2024 Federated Learning Privacy Preserving
— Unverified FedSynthCT-Brain: A Federated Learning Framework for Multi-Institutional Brain MRI-to-CT Synthesis Dec 9, 2024 Federated Learning SSIM
— 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 FedRBE -- a decentralized privacy-preserving federated batch effect correction tool for omics data based on limma Dec 8, 2024 Federated Learning Missing Values
— Unverified Upcycling Noise for Federated Unlearning Dec 7, 2024 Federated Learning
— Unverified 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 Federated Automated Feature Engineering Dec 5, 2024 Automated Feature Engineering Feature Engineering
— Unverified FedDW: Distilling Weights through Consistency Optimization in Heterogeneous Federated Learning Dec 5, 2024 Federated Learning Knowledge Distillation
Code Code Available BEFL: Balancing Energy Consumption in Federated Learning for Mobile Edge IoT Dec 5, 2024 Federated Learning Imitation Learning
Code Code Available Privacy-Preserving in Medical Image Analysis: A Review of Methods and Applications Dec 5, 2024 Diagnostic Federated Learning
— Unverified FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Dec 5, 2024 Federated Learning Meta-Learning
— Unverified FedDUAL: A Dual-Strategy with Adaptive Loss and Dynamic Aggregation for Mitigating Data Heterogeneity in Federated Learning Dec 5, 2024 Federated Learning image-classification
Code Code Available GP-FL: Model-Based Hessian Estimation for Second-Order Over-the-Air Federated Learning Dec 5, 2024 Federated Learning Second-order methods
— Unverified Providing Differential Privacy for Federated Learning Over Wireless: A Cross-layer Framework Dec 5, 2024 Federated Learning
— Unverified Communication Compression for Distributed Learning without Control Variates Dec 5, 2024 Federated Learning Privacy Preserving
— Unverified Reactive Orchestration for Hierarchical Federated Learning Under a Communication Cost Budget Dec 4, 2024 Federated Learning
Code Code Available Learn More by Using Less: Distributed Learning with Energy-Constrained Devices Dec 3, 2024 Federated Learning Privacy Preserving
— Unverified Methods with Local Steps and Random Reshuffling for Generally Smooth Non-Convex Federated Optimization Dec 3, 2024 Federated Learning
— Unverified Proximal Control of UAVs with Federated Learning for Human-Robot Collaborative Domains Dec 3, 2024 Action Classification Action Recognition
— Unverified PAPAYA Federated Analytics Stack: Engineering Privacy, Scalability and Practicality Dec 3, 2024 Federated Learning
— Unverified Defending Against Diverse Attacks in Federated Learning Through Consensus-Based Bi-Level Optimization Dec 3, 2024 Federated Learning Metaheuristic Optimization
Code Code Available Fractional Order Distributed Optimization Dec 3, 2024 Distributed Optimization Federated Learning
— Unverified Towards the efficacy of federated prediction for epidemics on networks Dec 3, 2024 Federated Learning Graph Attention
Code Code Available Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Dec 2, 2024 Brain Computer Interface EEG
Code Code Available Privacy-Preserving Federated Learning via Homomorphic Adversarial Networks Dec 2, 2024 Federated Learning Privacy Preserving
— Unverified FedPAW: Federated Learning with Personalized Aggregation Weights for Urban Vehicle Speed Prediction Dec 2, 2024 Autonomous Driving Federated Learning
Code Code Available HumekaFL: Automated Detection of Neonatal Asphyxia Using Federated Learning Dec 2, 2024 Federated Learning
— Unverified FedAH: Aggregated Head for Personalized Federated Learning Dec 2, 2024 Federated Learning Personalized Federated Learning
Code Code Available Review of Mathematical Optimization in Federated Learning Dec 2, 2024 Distributed Optimization Federated Learning
— Unverified Towards Privacy-Preserving Medical Imaging: Federated Learning with Differential Privacy and Secure Aggregation Using a Modified ResNet Architecture Dec 1, 2024 Federated Learning image-classification
— Unverified Incentivizing Truthful Collaboration in Heterogeneous Federated Learning Dec 1, 2024 Federated Learning
— Unverified MQFL-FHE: Multimodal Quantum Federated Learning Framework with Fully Homomorphic Encryption Nov 30, 2024 Federated Learning Mixture-of-Experts
— Unverified IRS Aided Federated Learning: Multiple Access and Fundamental Tradeoff Nov 30, 2024 Federated Learning Scheduling
— Unverified Gradient Inversion Attack on Graph Neural Networks Nov 29, 2024 Federated Learning Graph Classification
— Unverified Rethinking the initialization of Momentum in Federated Learning with Heterogeneous Data Nov 29, 2024 Federated Learning
— Unverified PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning Nov 28, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Controlling Participation in Federated Learning with Feedback Nov 28, 2024 Computational Efficiency Federated Learning
Code Code Available 