Look Back for More: Harnessing Historical Sequential Updates for Personalized Federated Adapter Tuning Jan 3, 2025 Federated Learning Personalized Federated Learning
— Unverified Age-Based Device Selection and Transmit Power Optimization in Over-the-Air Federated Learning Jan 3, 2025 Fairness 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 LCFed: An Efficient Clustered Federated Learning Framework for Heterogeneous Data Jan 3, 2025 Clustering Computational Efficiency
— Unverified Population Normalization for Federated Learning Jan 1, 2025 Federated Learning
— 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 Beyond Model Scale Limits: End-Edge-Cloud Federated Learning with Self-Rectified Knowledge Agglomeration Jan 1, 2025 Distributed Computing Federated Learning
— Unverified Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter Jan 1, 2025 Federated Learning Privacy Preserving
— Unverified Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution Jan 1, 2025 Data Poisoning Data Valuation
— Unverified Subspace Constraint and Contribution Estimation for Heterogeneous Federated Learning Jan 1, 2025 Federated Learning Transfer Learning
Code Code Available Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor Jan 1, 2025 Continual Learning Federated Learning
— Unverified AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models 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 FedCS: Coreset Selection for Federated Learning Jan 1, 2025 Federated Learning
— Unverified pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation Jan 1, 2025 class-incremental learning Class Incremental 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 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 Federated Learning with Workload Reduction through Partial Training of Client Models and Entropy-Based Data Selection Dec 30, 2024 Federated Learning Privacy Preserving
— Unverified Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Dec 30, 2024 Federated Learning Quantization
— Unverified Generalizing in Net-Zero Microgrids: A Study with Federated PPO and TRPO Dec 30, 2024 energy management Federated Learning
Code Code Available Enhancing Privacy in Federated Learning through Quantum Teleportation Integration Dec 30, 2024 Federated Learning
— Unverified Caesar: A Low-deviation Compression Approach for Efficient Federated Learning Dec 28, 2024 Federated Learning
— Unverified Election of Collaborators via Reinforcement Learning for Federated Brain Tumor Segmentation Dec 28, 2024 Brain Tumor Segmentation Federated Learning
— Unverified Delayed Random Partial Gradient Averaging for Federated Learning Dec 28, 2024 Federated Learning
— Unverified Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation Dec 28, 2024 Brain Tumor Segmentation Collaborative Filtering
— Unverified A Robust Federated Learning Framework for Undependable Devices at Scale Dec 28, 2024 Federated Learning
— Unverified Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Dec 28, 2024 Federated Learning Semantic Communication
— Unverified Asymmetrical Reciprocity-based Federated Learning for Resolving Disparities in Medical Diagnosis Dec 27, 2024 Diagnostic Federated Learning
Code Code Available Federated Hybrid Training and Self-Adversarial Distillation: Towards Robust Edge Networks Dec 26, 2024 Data Augmentation Federated Learning
— Unverified Effective and secure federated online learning to rank Dec 26, 2024 Federated Learning Learning-To-Rank
— Unverified Optimal Federated Learning for Functional Mean Estimation under Heterogeneous Privacy Constraints Dec 25, 2024 Federated Learning Privacy Preserving
— Unverified Federated Learning with Partially Labeled Data: A Conditional Distillation Approach Dec 25, 2024 Federated Learning Image Segmentation
— Unverified FedGIG: Graph Inversion from Gradient in Federated Learning Dec 24, 2024 Federated Learning Graph Learning
— Unverified Addressing Spatial-Temporal Data Heterogeneity in Federated Continual Learning via Tail Anchor Dec 24, 2024 Continual Learning Federated Learning
— Unverified An Empirical Analysis of Federated Learning Models Subject to Label-Flipping Adversarial Attack Dec 24, 2024 Adversarial Attack Federated Learning
— Unverified FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis Dec 24, 2024 Contrastive Learning Federated Learning
— Unverified GeFL: Model-Agnostic Federated Learning with Generative Models Dec 24, 2024 Federated Learning model
— Unverified Edge-AI for Agriculture: Lightweight Vision Models for Disease Detection in Resource-Limited Settings Dec 23, 2024 Computational Efficiency Federated Learning
— Unverified Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Dec 23, 2024 Federated Learning Knowledge Distillation
— Unverified FedTLU: Federated Learning with Targeted Layer Updates Dec 23, 2024 Federated Learning Language Modeling
— Unverified Exploiting Label Skewness for Spiking Neural Networks in Federated Learning Dec 23, 2024 Federated Learning Knowledge Distillation
— Unverified Asynchronous Federated Learning: A Scalable Approach for Decentralized Machine Learning Dec 23, 2024 Federated Learning Privacy Preserving
Code Code Available FedMeld: A Model-dispersal Federated Learning Framework for Space-ground Integrated Networks Dec 23, 2024 Federated Learning
— Unverified FedCross: Intertemporal Federated Learning Under Evolutionary Games Dec 22, 2024 Federated Learning
— Unverified Data value estimation on private gradients Dec 22, 2024 Data Valuation Federated Learning
— Unverified Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions Dec 21, 2024 Federated Learning Privacy Preserving
— Unverified FedGA: Federated Learning with Gradient Alignment for Error Asymmetry Mitigation Dec 21, 2024 Federated Learning
— Unverified Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Dec 21, 2024 Computational Efficiency Federated Learning
— Unverified 