A Distributed Generative AI Approach for Heterogeneous Multi-Domain Environments under Data Sharing constraints Jul 17, 2025 Federated Learning Image Generation
Code Code Available FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Jul 17, 2025 Fairness Federated Learning
— Unverified Federated Learning for Commercial Image Sources Jul 17, 2025 Federated Learning image-classification
— Unverified Federated Learning in Open- and Closed-Loop EMG Decoding: A Privacy and Performance Perspective Jul 16, 2025 Federated Learning Privacy Preserving
— Unverified A Privacy-Preserving Framework for Advertising Personalization Incorporating Federated Learning and Differential Privacy Jul 16, 2025 Anomaly Detection Federated Learning
— Unverified A Bayesian Incentive Mechanism for Poison-Resilient Federated Learning Jul 16, 2025 Data Poisoning Federated Learning
— Unverified Safeguarding Federated Learning-based Road Condition Classification Jul 16, 2025 Autonomous Driving Classification
— Unverified Self-Adaptive and Robust Federated Spectrum Sensing without Benign Majority for Cellular Networks Jul 16, 2025 Data Poisoning Federated Learning
— Unverified Site-Level Fine-Tuning with Progressive Layer Freezing: Towards Robust Prediction of Bronchopulmonary Dysplasia from Day-1 Chest Radiographs in Extremely Preterm Infants Jul 16, 2025 Federated Learning Prognosis
— Unverified ZKP-FedEval: Verifiable and Privacy-Preserving Federated Evaluation using Zero-Knowledge Proofs Jul 15, 2025 Activity Recognition Federated Learning
— Unverified Sporadic Federated Learning Approach in Quantum Environment to Tackle Quantum Noise Jul 15, 2025 Federated Learning
— Unverified Quantized Rank Reduction: A Communications-Efficient Federated Learning Scheme for Network-Critical Applications Jul 15, 2025 Federated Learning Quantization
— Unverified D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data Jul 15, 2025 Federated Learning Time Series
— Unverified FLsim: A Modular and Library-Agnostic Simulation Framework for Federated Learning Jul 15, 2025 Benchmarking Federated Learning
Code Code Available Feature Distillation is the Better Choice for Model-Heterogeneous Federated Learning Jul 14, 2025 Federated Learning Knowledge Distillation
— Unverified Domain Borders Are There to Be Crossed With Federated Few-Shot Adaptation Jul 14, 2025 Domain Adaptation Federated Learning
Code Code Available Efficient Federated Learning with Heterogeneous Data and Adaptive Dropout Jul 14, 2025 Federated Learning
— Unverified MTF-Grasp: A Multi-tier Federated Learning Approach for Robotic Grasping Jul 14, 2025 Federated Learning Robotic Grasping
— Unverified Convergence of Agnostic Federated Averaging Jul 14, 2025 Federated Learning
— Unverified Privacy-Preserving Multi-Stage Fall Detection Framework with Semi-supervised Federated Learning and Robotic Vision Confirmation Jul 14, 2025 Federated Learning Indoor Localization
— Unverified FedGSCA: Medical Federated Learning with Global Sample Selector and Client Adaptive Adjuster under Label Noise Jul 13, 2025 Federated Learning image-classification
— Unverified Federated Learning with Graph-Based Aggregation for Traffic Forecasting Jul 13, 2025 Federated Learning Graph Learning
— Unverified Lightweight Federated Learning over Wireless Edge Networks Jul 13, 2025 Bayesian Optimization Federated Learning
— Unverified DRAGD: A Federated Unlearning Data Reconstruction Attack Based on Gradient Differences Jul 13, 2025 Federated Learning Reconstruction Attack
— Unverified Model Parallelism With Subnetwork Data Parallelism Jul 11, 2025 Attribute Federated Learning
— Unverified SFedKD: Sequential Federated Learning with Discrepancy-Aware Multi-Teacher Knowledge Distillation Jul 11, 2025 Federated Learning Knowledge Distillation
— Unverified Towards Collaborative Fairness in Federated Learning Under Imbalanced Covariate Shift Jul 11, 2025 Collaborative Fairness Fairness
— Unverified Geo-ORBIT: A Federated Digital Twin Framework for Scene-Adaptive Lane Geometry Detection Jul 11, 2025 Computational Efficiency Federated Learning
Code Code Available Sparse Self-Federated Learning for Energy Efficient Cooperative Intelligence in Society 5.0 Jul 10, 2025 Federated Learning Privacy Preserving
— Unverified HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric Jul 10, 2025 Federated Learning Privacy Preserving
— Unverified Quantum Federated Learning for Multimodal Data: A Modality-Agnostic Approach Jul 10, 2025 Federated Learning Privacy Preserving
— Unverified Efficient Federated Learning with Timely Update Dissemination Jul 8, 2025 Federated Learning
— Unverified Prototype-Guided and Lightweight Adapters for Inherent Interpretation and Generalisation in Federated Learning Jul 8, 2025 Federated Learning
Code Code Available Efficient Training of Large-Scale AI Models Through Federated Mixture-of-Experts: A System-Level Approach Jul 8, 2025 Edge-computing Federated Learning
— Unverified Communication-Efficient Module-Wise Federated Learning for Grasp Pose Detection in Cluttered Environments Jul 8, 2025 Federated Learning Privacy Preserving
— Unverified A Federated Learning-based Lightweight Network with Zero Trust for UAV Authentication Jul 7, 2025 Federated Learning
— Unverified FedPall: Prototype-based Adversarial and Collaborative Learning for Federated Learning with Feature Drift Jul 7, 2025 Federated Learning
Code Code Available BackFed: An Efficient & Standardized Benchmark Suite for Backdoor Attacks in Federated Learning Jul 7, 2025 Federated Learning
Code Code Available Kalman Filter Aided Federated Koopman Learning Jul 7, 2025 Federated Learning
— Unverified pFedMMA: Personalized Federated Fine-Tuning with Multi-Modal Adapter for Vision-Language Models Jul 7, 2025 Federated Learning Personalized Federated Learning
Code Code Available TinyProto: Communication-Efficient Federated Learning with Sparse Prototypes in Resource-Constrained Environments Jul 6, 2025 Federated Learning
Code Code Available Heterogeneous Federated Learning with Prototype Alignment and Upscaling Jul 6, 2025 Federated Learning
Code Code Available Communication Efficient, Differentially Private Distributed Optimization using Correlation-Aware Sketching Jul 4, 2025 Distributed Optimization Federated Learning
— Unverified S2FGL: Spatial Spectral Federated Graph Learning Jul 3, 2025 Federated Learning Graph Learning
Code Code Available Embedding-Based Federated Data Sharing via Differentially Private Conditional VAEs Jul 3, 2025 Federated Learning
Code Code Available Fluid Democracy in Federated Data Aggregation Jul 3, 2025 Federated Learning
— Unverified Federated Learning for ICD Classification with Lightweight Models and Pretrained Embeddings Jul 3, 2025 Code Classification Federated Learning
— Unverified VeFIA: An Efficient Inference Auditing Framework for Vertical Federated Collaborative Software Jul 3, 2025 Federated Learning Vertical Federated Learning
— Unverified A Privacy-Preserving Indoor Localization System based on Hierarchical Federated Learning Jul 2, 2025 Federated Learning Indoor Localization
— Unverified FedRef: Communication-Efficient Bayesian Fine Tuning with Reference Model Jun 29, 2025 Brain Tumor Segmentation Federated Learning
Code Code Available 