A Survey on Federated Learning in Human Sensing Jan 7, 2025 Federated Learning Survey
— Unverified A study on performance limitations in Federated Learning Jan 7, 2025 Federated Learning
— Unverified Rethinking Byzantine Robustness in Federated Recommendation from Sparse Aggregation Perspective Jan 6, 2025 Federated Learning Recommendation Systems
Code Code Available FTA-FTL: A Fine-Tuned Aggregation Federated Transfer Learning Scheme for Lithology Microscopic Image Classification Jan 6, 2025 Data Augmentation Federated Learning
Code Code Available Over-the-Air Fair Federated Learning via Multi-Objective Optimization Jan 6, 2025 Fairness Federated Learning
Code Code Available Multi-Modal One-Shot Federated Ensemble Learning for Medical Data with Vision Large Language Model Jan 6, 2025 Diagnostic Ensemble Learning
— Unverified The Robustness of Spiking Neural Networks in Federated Learning with Compression Against Non-omniscient Byzantine Attacks Jan 6, 2025 Federated Learning Privacy Preserving
— Unverified From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Jan 6, 2025 Federated Learning Inference Attack
— Unverified Rate-My-LoRA: Efficient and Adaptive Federated Model Tuning for Cardiac MRI Segmentation Jan 6, 2025 Cardiac Segmentation Federated Learning
— Unverified Proof-of-Data: A Consensus Protocol for Collaborative Intelligence Jan 6, 2025 Fairness Federated Learning
— Unverified CONTINUUM: Detecting APT Attacks through Spatial-Temporal Graph Neural Networks Jan 6, 2025 Federated Learning Graph Neural Network
— Unverified AFed: Algorithmic Fair Federated Learning Jan 6, 2025 Fairness Federated Learning
— Unverified Incentive-Compatible Federated Learning with Stackelberg Game Modeling Jan 5, 2025 Fairness Federated Learning
— Unverified FedRSClip: Federated Learning for Remote Sensing Scene Classification Using Vision-Language Models Jan 5, 2025 Federated Learning image-classification
— Unverified Efficient Deployment of Large Language Models on Resource-constrained Devices Jan 5, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified Diffusion Model-Based Data Synthesis Aided Federated Semi-Supervised Learning Jan 4, 2025 Federated Learning
— Unverified Mingling with the Good to Backdoor Federated Learning Jan 3, 2025 Federated Learning
— Unverified Look Back for More: Harnessing Historical Sequential Updates for Personalized Federated Adapter Tuning Jan 3, 2025 Federated Learning Personalized Federated Learning
— Unverified LCFed: An Efficient Clustered Federated Learning Framework for Heterogeneous Data Jan 3, 2025 Clustering Computational Efficiency
— Unverified Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Jan 3, 2025 Federated Learning Problem Decomposition
— Unverified Age-Based Device Selection and Transmit Power Optimization in Over-the-Air Federated Learning Jan 3, 2025 Fairness Federated Learning
— Unverified Denoising and Adaptive Online Vertical Federated Learning for Sequential Multi-Sensor Data in Industrial Internet of Things Jan 3, 2025 Denoising Federated Learning
— Unverified Uncertainty-Aware Label Refinement on Hypergraphs for Personalized Federated Facial Expression Recognition Jan 3, 2025 Facial Expression Recognition Facial Expression Recognition (FER)
Code Code Available Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution Jan 1, 2025 Data Poisoning Data Valuation
— Unverified F^3OCUS - Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics Jan 1, 2025 Diversity Federated Learning
— Unverified Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor Jan 1, 2025 Continual Learning Federated Learning
— Unverified Subspace Constraint and Contribution Estimation for Heterogeneous Federated Learning Jan 1, 2025 Federated Learning Transfer Learning
Code Code Available Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter Jan 1, 2025 Federated Learning Privacy Preserving
— Unverified Population Normalization for Federated Learning Jan 1, 2025 Federated Learning
— Unverified HistoFS: Non-IID Histopathologic Whole Slide Image Classification via Federated Style Transfer with RoI-Preserving Jan 1, 2025 Federated Learning image-classification
— Unverified FedCS: Coreset Selection for Federated Learning Jan 1, 2025 Federated Learning
— Unverified FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning Jan 1, 2025 Federated Learning Personalized Federated Learning
— Unverified pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models Jan 1, 2025 Federated Learning
— Unverified Beyond Model Scale Limits: End-Edge-Cloud Federated Learning with Self-Rectified Knowledge Agglomeration Jan 1, 2025 Distributed Computing Federated Learning
— Unverified Federated Deep Subspace Clustering Dec 31, 2024 Clustering Federated Learning
— Unverified Federated Dropout: Convergence Analysis and Resource Allocation Dec 31, 2024 Federated Learning
— Unverified Blockchain-Empowered Cyber-Secure Federated Learning for Trustworthy Edge Computing Dec 30, 2024 Edge-computing Fairness
— Unverified Generalizing in Net-Zero Microgrids: A Study with Federated PPO and TRPO Dec 30, 2024 energy management Federated Learning
Code Code Available Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Dec 30, 2024 Federated Learning Quantization
— Unverified Federated Learning with Workload Reduction through Partial Training of Client Models and Entropy-Based Data Selection Dec 30, 2024 Federated Learning Privacy Preserving
— Unverified Enhancing Privacy in Federated Learning through Quantum Teleportation Integration Dec 30, 2024 Federated Learning
— Unverified Election of Collaborators via Reinforcement Learning for Federated Brain Tumor Segmentation Dec 28, 2024 Brain Tumor Segmentation Federated Learning
— Unverified Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Dec 28, 2024 Federated Learning Semantic Communication
— Unverified Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation Dec 28, 2024 Brain Tumor Segmentation Collaborative Filtering
— Unverified Caesar: A Low-deviation Compression Approach for Efficient Federated Learning Dec 28, 2024 Federated Learning
— Unverified Federated Unlearning with Gradient Descent and Conflict Mitigation Dec 28, 2024 Federated Learning
Code Code Available Delayed Random Partial Gradient Averaging for Federated Learning Dec 28, 2024 Federated Learning
— Unverified Calibre: Towards Fair and Accurate Personalized Federated Learning with Self-Supervised Learning Dec 28, 2024 Fairness Federated Learning
Code Code Available A Robust Federated Learning Framework for Undependable Devices at Scale Dec 28, 2024 Federated Learning
— Unverified 