Orthogonal Calibration for Asynchronous Federated Learning Feb 21, 2025 Federated Learning global-optimization
— Unverified FedMobile: Enabling Knowledge Contribution-aware Multi-modal Federated Learning with Incomplete Modalities Feb 20, 2025 Federated Learning Transfer Learning
— Unverified Accurate Forgetting for Heterogeneous Federated Continual Learning Feb 20, 2025 Continual Learning Federated Learning
Code Code Available Distributed U-net model and Image Segmentation for Lung Cancer Detection Feb 20, 2025 CPU Federated Learning
— Unverified VFL-RPS: Relevant Participant Selection in Vertical Federated Learning Feb 20, 2025 Federated Learning Vertical Federated Learning
— Unverified Federated Fine-Tuning of Large Language Models: Kahneman-Tversky vs. Direct Preference Optimization Feb 20, 2025 Federated Learning Privacy Preserving
— Unverified Vision Foundation Models in Medical Image Analysis: Advances and Challenges Feb 20, 2025 Domain Adaptation Federated Learning
— Unverified Model Inversion Attack against Federated Unlearning Feb 20, 2025 Federated Learning model
— Unverified Blockchain-based Framework for Scalable and Incentivized Federated Learning Feb 20, 2025 Fairness Federated Learning
— Unverified Homophily Heterogeneity Matters in Graph Federated Learning: A Spectrum Sharing and Complementing Perspective Feb 19, 2025 Federated Learning Graph Neural Network
— Unverified Smoothed Normalization for Efficient Distributed Private Optimization Feb 19, 2025 Distributed Optimization Federated Learning
— Unverified Federated Variational Inference for Bayesian Mixture Models Feb 18, 2025 Clustering Federated Learning
— Unverified Fluid Antenna Enabled Over-the-Air Federated Learning: Joint Optimization of Positioning, Beamforming, and User Selection Feb 17, 2025 Federated Learning Stochastic Optimization
— Unverified A new framework for prognostics in decentralized industries: Enhancing fairness, security, and transparency through Blockchain and Federated Learning Feb 17, 2025 Fairness Federated Learning
— Unverified FedEAT: A Robustness Optimization Framework for Federated LLMs Feb 17, 2025 Federated Learning Natural Language Understanding
— Unverified Double Momentum and Error Feedback for Clipping with Fast Rates and Differential Privacy Feb 17, 2025 Federated Learning
— Unverified Ten Challenging Problems in Federated Foundation Models Feb 14, 2025 Continual Learning Federated Learning
— Unverified Efficient Zero-Order Federated Finetuning of Language Models for Resource-Constrained Devices Feb 14, 2025 Federated Learning
— Unverified ClusMFL: A Cluster-Enhanced Framework for Modality-Incomplete Multimodal Federated Learning in Brain Imaging Analysis Feb 14, 2025 Contrastive Learning Federated Learning
— Unverified Federated Learning-Driven Cybersecurity Framework for IoT Networks with Privacy-Preserving and Real-Time Threat Detection Capabilities Feb 14, 2025 Anomaly Detection Federated Learning
— Unverified Fine-Tuning Foundation Models with Federated Learning for Privacy Preserving Medical Time Series Forecasting Feb 13, 2025 Federated Learning Privacy Preserving
— Unverified Vertical Federated Continual Learning via Evolving Prototype Knowledge Feb 13, 2025 Continual Learning Federated Learning
— Unverified One-shot Federated Learning Methods: A Practical Guide Feb 13, 2025 Federated Learning
Code Code Available Use of Air Quality Sensor Network Data for Real-time Pollution-Aware POI Suggestion Feb 13, 2025 Collaborative Filtering Decision Making
Code Code Available Towards Seamless Hierarchical Federated Learning under Intermittent Client Participation: A Stagewise Decision-Making Methodology Feb 13, 2025 Decision Making Federated Learning
— Unverified RLSA-PFL: Robust Lightweight Secure Aggregation with Model Inconsistency Detection in Privacy-Preserving Federated Learning Feb 13, 2025 Federated Learning Privacy Preserving
— Unverified Representation Learning to Advance Multi-institutional Studies with Electronic Health Record Data Feb 12, 2025 Federated Learning Graph Attention
— Unverified FBFL: A Field-Based Coordination Approach for Data Heterogeneity in Federated Learning Feb 12, 2025 Federated Learning
Code Code Available Vertical Federated Learning in Practice: The Good, the Bad, and the Ugly Feb 12, 2025 Federated Learning Privacy Preserving
— Unverified One-Shot Federated Learning with Classifier-Free Diffusion Models Feb 12, 2025 Benchmarking Dataset Generation
— Unverified PLayer-FL: A Principled Approach to Personalized Layer-wise Cross-Silo Federated Learning Feb 12, 2025 Federated Learning Sensitivity
Code Code Available FedMHO: Heterogeneous One-Shot Federated Learning Towards Resource-Constrained Edge Devices Feb 12, 2025 Edge-computing Federated Learning
Code Code Available Local Differential Privacy is Not Enough: A Sample Reconstruction Attack against Federated Learning with Local Differential Privacy Feb 12, 2025 Denoising Federated Learning
— Unverified Optimizing Asynchronous Federated Learning: A~Delicate Trade-Off Between Model-Parameter Staleness and Update Frequency Feb 12, 2025 Federated Learning
— Unverified SLVR: Securely Leveraging Client Validation for Robust Federated Learning Feb 12, 2025 Federated Learning Model Poisoning
— Unverified An Interactive Framework for Implementing Privacy-Preserving Federated Learning: Experiments on Large Language Models Feb 11, 2025 Federated Learning Privacy Preserving
Code Code Available PFedDST: Personalized Federated Learning with Decentralized Selection Training Feb 11, 2025 Federated Learning Personalized Federated Learning
— Unverified FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Feb 11, 2025 Computational Efficiency Federated Learning
— Unverified Unveiling Client Privacy Leakage from Public Dataset Usage in Federated Distillation Feb 11, 2025 Federated Learning Inference Attack
— Unverified Initialization Matters: Unraveling the Impact of Pre-Training on Federated Learning Feb 11, 2025 Federated Learning
— Unverified Federated Self-supervised Domain Generalization for Label-efficient Polyp Segmentation Feb 11, 2025 Data Augmentation Domain Generalization
— Unverified Fine-Tuning Federated Learning-Based Intrusion Detection Systems for Transportation IoT Feb 10, 2025 Autonomous Vehicles Federated Learning
— Unverified Many-Task Federated Fine-Tuning via Unified Task Vectors Feb 10, 2025 Diversity Federated Learning
— Unverified Federated Continual Learning: Concepts, Challenges, and Solutions Feb 10, 2025 Continual Learning Federated Learning
— Unverified Krum Federated Chain (KFC): Using blockchain to defend against adversarial attacks in Federated Learning Feb 10, 2025 Federated Learning image-classification
Code Code Available Analytic Personalized Federated Meta-Learning Feb 10, 2025 Federated Learning Meta-Learning
— Unverified Federated Sinkhorn Feb 10, 2025 Federated Learning
— Unverified Meta-Computing Enhanced Federated Learning in IIoT: Satisfaction-Aware Incentive Scheme via DRL-Based Stackelberg Game Feb 10, 2025 Deep Reinforcement Learning Distributed Computing
— Unverified Fine-tuning Multimodal Transformers on Edge: A Parallel Split Learning Approach Feb 10, 2025 Federated Learning Image-text Retrieval
— Unverified DROP: Poison Dilution via Knowledge Distillation for Federated Learning Feb 10, 2025 Data Poisoning Federated Learning
Code Code Available 