HEART: Achieving Timely Multi-Model Training for Vehicle-Edge-Cloud-Integrated Hierarchical Federated Learning Jan 17, 2025 Federated Learning Scheduling
— Unverified ColNet: Collaborative Optimization in Decentralized Federated Multi-task Learning Systems Jan 17, 2025 Federated Learning Multi-Task Learning
— Unverified Client-Centric Federated Adaptive Optimization Jan 17, 2025 Federated Learning
— Unverified pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Jan 16, 2025 Federated Learning Personalized Federated Learning
— Unverified Cooperative Decentralized Backdoor Attacks on Vertical Federated Learning Jan 16, 2025 Backdoor Attack Federated Learning
— Unverified Artificial Intelligence-Driven Clinical Decision Support Systems Jan 16, 2025 Fairness Federated Learning
— Unverified Mitigating Domain Shift in Federated Learning via Intra- and Inter-Domain Prototypes Jan 15, 2025 Federated Learning
— Unverified GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Jan 15, 2025 Federated Learning
Code Code Available Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning Jan 14, 2025 Bayesian Optimisation Federated Learning
— Unverified Multiplayer Federated Learning: Reaching Equilibrium with Less Communication Jan 14, 2025 Federated Learning
— Unverified UFGraphFR: An attempt at a federated recommendation system based on user text characteristics Jan 14, 2025 Attribute Federated Learning
Code Code Available A Federated Deep Learning Framework for Cell-Free RSMA Networks Jan 13, 2025 CPU Deep Learning
— Unverified SafeSplit: A Novel Defense Against Client-Side Backdoor Attacks in Split Learning (Full Version) Jan 11, 2025 Federated Learning
— Unverified Reliable Imputed-Sample Assisted Vertical Federated Learning Jan 11, 2025 Federated Learning Missing Values
— Unverified Aggregating Low Rank Adapters in Federated Fine-tuning Jan 10, 2025 Federated Learning
— Unverified Explainable Federated Bayesian Causal Inference and Its Application in Advanced Manufacturing Jan 10, 2025 Causal Inference Explainable artificial intelligence
Code Code Available Encoded Spatial Attribute in Multi-Tier Federated Learning Jan 10, 2025 Attribute Federated Learning
— Unverified Collaborative Content Moderation in the Fediverse Jan 10, 2025 Federated Learning
— Unverified STHFL: Spatio-Temporal Heterogeneous Federated Learning Jan 10, 2025 Federated Learning
— Unverified A New Perspective on Privacy Protection in Federated Learning with Granular-Ball Computing Jan 9, 2025 Articles Federated Learning
Code Code Available FedSA: A Unified Representation Learning via Semantic Anchors for Prototype-based Federated Learning Jan 9, 2025 Classifier calibration Contrastive Learning
— Unverified TAPFed: Threshold Secure Aggregation for Privacy-Preserving Federated Learning Jan 9, 2025 Federated Learning Privacy Preserving
— Unverified Lossless Privacy-Preserving Aggregation for Decentralized Federated Learning Jan 8, 2025 Federated Learning Privacy Preserving
— Unverified Revisiting LocalSGD and SCAFFOLD: Improved Rates and Missing Analysis Jan 8, 2025 Federated Learning Stochastic Optimization
— Unverified VerifBFL: Leveraging zk-SNARKs for A Verifiable Blockchained Federated Learning Jan 8, 2025 Federated Learning Model Poisoning
— Unverified Gradient Purification: Defense Against Poisoning Attack in Decentralized Federated Learning Jan 8, 2025 Federated Learning
— Unverified Decentralised Resource Sharing in TinyML: Wireless Bilayer Gossip Parallel SGD for Collaborative Learning Jan 8, 2025 Federated Learning Privacy Preserving
— Unverified AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Jan 8, 2025 Federated Learning
Code Code Available Federated Fine-Tuning of LLMs: Framework Comparison and Research Directions Jan 8, 2025 Federated Learning Knowledge Distillation
— Unverified Optimizing Value of Learning in Task-Oriented Federated Meta-Learning Systems Jan 7, 2025 Fairness Federated Learning
— Unverified A Survey on Federated Learning in Human Sensing Jan 7, 2025 Federated Learning Survey
— Unverified FedKD-hybrid: Federated Hybrid Knowledge Distillation for Lithography Hotspot Detection Jan 7, 2025 Federated Learning Knowledge Distillation
Code Code Available 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 Proof-of-Data: A Consensus Protocol for Collaborative Intelligence Jan 6, 2025 Fairness Federated 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 Multi-Modal One-Shot Federated Ensemble Learning for Medical Data with Vision Large Language Model Jan 6, 2025 Diagnostic Ensemble Learning
— 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 Over-the-Air Fair Federated Learning via Multi-Objective Optimization Jan 6, 2025 Fairness Federated Learning
Code Code Available 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 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 Incentive-Compatible Federated Learning with Stackelberg Game Modeling Jan 5, 2025 Fairness Federated Learning
— Unverified Diffusion Model-Based Data Synthesis Aided Federated Semi-Supervised Learning Jan 4, 2025 Federated Learning
— Unverified LCFed: An Efficient Clustered Federated Learning Framework for Heterogeneous Data Jan 3, 2025 Clustering Computational Efficiency
— 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 