Heterogeneity-Aware Resource Allocation and Topology Design for Hierarchical Federated Edge Learning Sep 29, 2024 Federated Learning Privacy Preserving
— Unverified Convergence-aware Clustered Federated Graph Learning Framework for Collaborative Inter-company Labor Market Forecasting Sep 29, 2024 Federated Learning Graph Learning
— Unverified Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving Sep 29, 2024 Autonomous Driving Federated Learning
— Unverified Quantum delegated and federated learning via quantum homomorphic encryption Sep 28, 2024 Federated Learning
— Unverified Subject Data Auditing via Source Inference Attack in Cross-Silo Federated Learning Sep 28, 2024 Federated Learning Inference Attack
— Unverified Efficient Federated Intrusion Detection in 5G ecosystem using optimized BERT-based model Sep 28, 2024 Federated Learning Intrusion Detection
Code Code Available Privacy Attack in Federated Learning is Not Easy: An Experimental Study Sep 28, 2024 Federated Learning
— Unverified Enhancing Spectrum Efficiency in 6G Satellite Networks: A GAIL-Powered Policy Learning via Asynchronous Federated Inverse Reinforcement Learning Sep 27, 2024 Federated Learning Imitation Learning
— Unverified An Enhanced Federated Prototype Learning Method under Domain Shift Sep 27, 2024 Federated Learning
— Unverified In-depth Analysis of Privacy Threats in Federated Learning for Medical Data Sep 27, 2024 Federated Learning
Code Code Available Hierarchical Federated ADMM Sep 27, 2024 Federated Learning
— Unverified Hierarchical Federated Learning with Multi-Timescale Gradient Correction Sep 27, 2024 Federated Learning
Code Code Available HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecasting Sep 27, 2024 energy management Federated Learning
— Unverified FedDCL: a federated data collaboration learning as a hybrid-type privacy-preserving framework based on federated learning and data collaboration Sep 27, 2024 Federated Learning Privacy Preserving
— Unverified A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs Sep 27, 2024 All Federated Learning
— Unverified Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic Knowledge Integration Sep 27, 2024 Federated Learning Knowledge Distillation
Code Code Available PDFed: Privacy-Preserving and Decentralized Asynchronous Federated Learning for Diffusion Models Sep 26, 2024 Federated Learning Memorization
— Unverified Federated Learning under Attack: Improving Gradient Inversion for Batch of Images Sep 26, 2024 Federated Learning
— Unverified Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD Sep 26, 2024 Federated Learning
— Unverified Byzantine-Robust Aggregation for Securing Decentralized Federated Learning Sep 26, 2024 Federated Learning image-classification
Code Code Available Dataset Distillation-based Hybrid Federated Learning on Non-IID Data Sep 26, 2024 Dataset Distillation Federated Learning
— Unverified Efficient Federated Learning against Heterogeneous and Non-stationary Client Unavailability Sep 26, 2024 Federated Learning
Code Code Available Decentralized Federated Learning with Gradient Tracking over Time-Varying Directed Networks Sep 25, 2024 Federated Learning image-classification
— Unverified Immersion and Invariance-based Coding for Privacy-Preserving Federated Learning Sep 25, 2024 Federated Learning Privacy Preserving
— Unverified Flight: A FaaS-Based Framework for Complex and Hierarchical Federated Learning Sep 24, 2024 Federated Learning
Code Code Available Communication and Energy Efficient Federated Learning using Zero-Order Optimization Technique Sep 24, 2024 Federated Learning Quantization
— Unverified Federated Large Language Models: Current Progress and Future Directions Sep 24, 2024 Federated Learning Prompt Learning
— Unverified A Multi-Level Approach for Class Imbalance Problem in Federated Learning for Remote Industry 4.0 Applications Sep 24, 2024 Anomaly Detection Federated Learning
— Unverified Future-Proofing Medical Imaging with Privacy-Preserving Federated Learning and Uncertainty Quantification: A Review Sep 24, 2024 Federated Learning Privacy Preserving
— Unverified FedRepOpt: Gradient Re-parametrized Optimizers in Federated Learning Sep 24, 2024 Federated Learning Privacy Preserving
— Unverified A Historical Trajectory Assisted Optimization Method for Zeroth-Order Federated Learning Sep 24, 2024 Federated Learning
— Unverified Personalized Federated Learning via Backbone Self-Distillation Sep 24, 2024 Federated Learning Personalized Federated Learning
— Unverified Adversarial Federated Consensus Learning for Surface Defect Classification Under Data Heterogeneity in IIoT Sep 24, 2024 Federated Learning
— Unverified Stalactite: Toolbox for Fast Prototyping of Vertical Federated Learning Systems Sep 23, 2024 Federated Learning Vertical Federated Learning
— Unverified Federated Graph Learning with Adaptive Importance-based Sampling Sep 23, 2024 Federated Learning Graph Learning
— Unverified FLeNS: Federated Learning with Enhanced Nesterov-Newton Sketch Sep 23, 2024 Dimensionality Reduction Edge-computing
Code Code Available Energy-Aware Federated Learning in Satellite Constellations Sep 23, 2024 Federated Learning Management
— Unverified Robust Federated Learning Over the Air: Combating Heavy-Tailed Noise with Median Anchored Clipping Sep 23, 2024 Federated Learning
— Unverified SDBA: A Stealthy and Long-Lasting Durable Backdoor Attack in Federated Learning Sep 23, 2024 Backdoor Attack Federated Learning
Code Code Available FedGCA: Global Consistent Augmentation Based Single-Source Federated Domain Generalization Sep 23, 2024 Domain Generalization Federated Learning
— Unverified SHFL: Secure Hierarchical Federated Learning Framework for Edge Networks Sep 23, 2024 Data Poisoning Edge-computing
— Unverified FedSlate:A Federated Deep Reinforcement Learning Recommender System Sep 23, 2024 Deep Reinforcement Learning Federated Learning
Code Code Available Floating-floating point: a highly accurate number representation with flexible Counting ranges Sep 22, 2024 Federated Learning
— Unverified Accelerated Stochastic ExtraGradient: Mixing Hessian and Gradient Similarity to Reduce Communication in Distributed and Federated Learning Sep 22, 2024 Distributed Computing Federated Learning
— Unverified Recovering Global Data Distribution Locally in Federated Learning Sep 21, 2024 Federated Learning image-classification
— Unverified FeDETR: a Federated Approach for Stenosis Detection in Coronary Angiography Sep 21, 2024 Federated Learning
— Unverified Noise-Robust and Resource-Efficient ADMM-based Federated Learning Sep 20, 2024 Federated Learning Scheduling
— Unverified CorBin-FL: A Differentially Private Federated Learning Mechanism using Common Randomness Sep 20, 2024 Federated Learning Quantization
— Unverified Federated Learning with Label-Masking Distillation Sep 20, 2024 Federated Learning Privacy Preserving
Code Code Available DP^2-FedSAM: Enhancing Differentially Private Federated Learning Through Personalized Sharpness-Aware Minimization Sep 20, 2024 Federated Learning Personalized Federated Learning
— Unverified 