Smoothed Normalization for Efficient Distributed Private Optimization Feb 19, 2025 Distributed Optimization 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 Federated Variational Inference for Bayesian Mixture Models Feb 18, 2025 Clustering Federated Learning
— 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 Double Momentum and Error Feedback for Clipping with Fast Rates and Differential Privacy Feb 17, 2025 Federated Learning
— Unverified FedEAT: A Robustness Optimization Framework for Federated LLMs Feb 17, 2025 Federated Learning Natural Language Understanding
— 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 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 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 ClusMFL: A Cluster-Enhanced Framework for Modality-Incomplete Multimodal Federated Learning in Brain Imaging Analysis Feb 14, 2025 Contrastive Learning 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 Towards Seamless Hierarchical Federated Learning under Intermittent Client Participation: A Stagewise Decision-Making Methodology Feb 13, 2025 Decision Making Federated Learning
— Unverified One-shot Federated Learning Methods: A Practical Guide Feb 13, 2025 Federated Learning
Code Code Available Fine-Tuning Foundation Models with Federated Learning for Privacy Preserving Medical Time Series Forecasting Feb 13, 2025 Federated Learning Privacy Preserving
— Unverified Use of Air Quality Sensor Network Data for Real-time Pollution-Aware POI Suggestion Feb 13, 2025 Collaborative Filtering Decision Making
Code Code Available Vertical Federated Continual Learning via Evolving Prototype Knowledge Feb 13, 2025 Continual Learning Federated Learning
— Unverified Local Differential Privacy is Not Enough: A Sample Reconstruction Attack against Federated Learning with Local Differential Privacy Feb 12, 2025 Denoising Federated Learning
— Unverified FedMHO: Heterogeneous One-Shot Federated Learning Towards Resource-Constrained Edge Devices Feb 12, 2025 Edge-computing 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 Representation Learning to Advance Multi-institutional Studies with Electronic Health Record Data Feb 12, 2025 Federated Learning Graph Attention
— Unverified SLVR: Securely Leveraging Client Validation for Robust Federated Learning Feb 12, 2025 Federated Learning Model Poisoning
— Unverified PLayer-FL: A Principled Approach to Personalized Layer-wise Cross-Silo Federated Learning Feb 12, 2025 Federated Learning Sensitivity
Code Code Available Optimizing Asynchronous Federated Learning: A~Delicate Trade-Off Between Model-Parameter Staleness and Update Frequency Feb 12, 2025 Federated Learning
— Unverified FBFL: A Field-Based Coordination Approach for Data Heterogeneity in Federated Learning Feb 12, 2025 Federated Learning
Code Code Available One-Shot Federated Learning with Classifier-Free Diffusion Models Feb 12, 2025 Benchmarking Dataset Generation
— Unverified Initialization Matters: Unraveling the Impact of Pre-Training on Federated Learning Feb 11, 2025 Federated Learning
— 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 Unveiling Client Privacy Leakage from Public Dataset Usage in Federated Distillation Feb 11, 2025 Federated Learning Inference Attack
— Unverified Federated Self-supervised Domain Generalization for Label-efficient Polyp Segmentation Feb 11, 2025 Data Augmentation Domain Generalization
— Unverified 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 Delay Optimization of a Federated Learning-based UAV-aided IoT network Feb 10, 2025 Federated Learning
— Unverified Analytic Personalized Federated Meta-Learning Feb 10, 2025 Federated Learning Meta-Learning
— Unverified Fine-tuning Multimodal Transformers on Edge: A Parallel Split Learning Approach Feb 10, 2025 Federated Learning Image-text Retrieval
— 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 Federated Continual Learning: Concepts, Challenges, and Solutions Feb 10, 2025 Continual Learning Federated Learning
— Unverified Fine-Tuning Federated Learning-Based Intrusion Detection Systems for Transportation IoT Feb 10, 2025 Autonomous Vehicles Federated Learning
— Unverified DROP: Poison Dilution via Knowledge Distillation for Federated Learning Feb 10, 2025 Data Poisoning Federated Learning
Code Code Available Many-Task Federated Fine-Tuning via Unified Task Vectors Feb 10, 2025 Diversity Federated 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 Secure Visual Data Processing via Federated Learning Feb 9, 2025 Federated Learning Management
— Unverified Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning Feb 8, 2025 Anomaly Detection Federated Learning
Code Code Available Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection Feb 8, 2025 Anomaly Detection Computational Efficiency
Code Code Available LATTEO: A Framework to Support Learning Asynchronously Tempered with Trusted Execution and Obfuscation Feb 7, 2025 Attribute Federated Learning
— Unverified Principles and Components of Federated Learning Architectures Feb 7, 2025 Federated Learning
— Unverified Graph Federated Learning Based Proactive Content Caching in Edge Computing Feb 7, 2025 Edge-computing Federated Learning
— Unverified Federated Learning for Anomaly Detection in Energy Consumption Data: Assessing the Vulnerability to Adversarial Attacks Feb 7, 2025 Anomaly Detection Federated Learning
— Unverified Exploit Gradient Skewness to Circumvent Byzantine Defenses for Federated Learning Feb 7, 2025 Federated Learning Inductive Bias
— Unverified 