Optimizing Age of Information in Vehicular Edge Computing with Federated Graph Neural Network Multi-Agent Reinforcement Learning Jul 1, 2024 Deep Reinforcement Learning Edge-computing
Code Code Available Federated Binary Matrix Factorization using Proximal Optimization Jul 1, 2024 Federated Learning Recommendation Systems
— Unverified A Whole-Process Certifiably Robust Aggregation Method Against Backdoor Attacks in Federated Learning Jun 30, 2024 Federated Learning
Code Code Available pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation Jun 29, 2024 Federated Learning Image Segmentation
— Unverified MH-pFLGB: Model Heterogeneous personalized Federated Learning via Global Bypass for Medical Image Analysis Jun 29, 2024 Federated Learning Medical Image Analysis
— Unverified Personalized Interpretation on Federated Learning: A Virtual Concepts approach Jun 28, 2024 Federated Learning
— Unverified Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition Jun 28, 2024 Federated Learning General Knowledge
Code Code Available Personalized Federated Continual Learning via Multi-granularity Prompt Jun 27, 2024 Continual Learning Federated Learning
Code Code Available Towards Personalized Federated Multi-Scenario Multi-Task Recommendation Jun 27, 2024 Federated Learning Mixture-of-Experts
— Unverified FedMap: Iterative Magnitude-Based Pruning for Communication-Efficient Federated Learning Jun 27, 2024 Federated Learning
— Unverified FedMLP: Federated Multi-Label Medical Image Classification under Task Heterogeneity Jun 27, 2024 Federated Learning image-classification
Code Code Available Energy-Efficient Channel Decoding for Wireless Federated Learning: Convergence Analysis and Adaptive Design Jun 26, 2024 Federated Learning
— Unverified FedAQ: Communication-Efficient Federated Edge Learning via Joint Uplink and Downlink Adaptive Quantization Jun 26, 2024 Federated Learning Quantization
— Unverified Beyond Statistical Estimation: Differentially Private Individual Computation via Shuffling Jun 26, 2024 Combinatorial Optimization Federated Learning
— Unverified Enhancing Federated Learning with Adaptive Differential Privacy and Priority-Based Aggregation Jun 26, 2024 Federated Learning
— Unverified QBI: Quantile-Based Bias Initialization for Efficient Private Data Reconstruction in Federated Learning Jun 26, 2024 Federated Learning Sentiment Analysis
Code Code Available Maze Discovery using Multiple Robots via Federated Learning Jun 25, 2024 Classification Federated Learning
— Unverified Navigating High-Degree Heterogeneity: Federated Learning in Aerial and Space Networks Jun 25, 2024 Federated Learning
— Unverified Entity Augmentation for Efficient Classification of Vertically Partitioned Data with Limited Overlap Jun 25, 2024 Entity Alignment Entity Resolution
— Unverified FedBiOT: LLM Local Fine-tuning in Federated Learning without Full Model Jun 25, 2024 Federated Learning
Code Code Available Task-Agnostic Federated Learning Jun 25, 2024 Federated Learning Representation Learning
— Unverified Federated Dynamical Low-Rank Training with Global Loss Convergence Guarantees Jun 25, 2024 Federated Learning
— Unverified Dynamic Scheduling for Vehicle-to-Vehicle Communications Enhanced Federated Learning Jun 25, 2024 Federated Learning image-classification
— Unverified Achieving Fairness Across Local and Global Models in Federated Learning Jun 24, 2024 Fairness Federated Learning
— Unverified Robust Zero Trust Architecture: Joint Blockchain based Federated learning and Anomaly Detection based Framework Jun 24, 2024 Anomaly Detection Clustering
— Unverified Personalized federated learning based on feature fusion Jun 24, 2024 Federated Learning Personalized Federated Learning
— Unverified Federated Transfer Learning Aided Interference Classification in GNSS Signals Jun 23, 2024 Classification Federated Learning
— Unverified Meta-FL: A Novel Meta-Learning Framework for Optimizing Heterogeneous Model Aggregation in Federated Learning Jun 23, 2024 Diversity Federated Learning
— Unverified Privacy Preserving Machine Learning for Electronic Health Records using Federated Learning and Differential Privacy Jun 23, 2024 Federated Learning Privacy Preserving
— Unverified Semi-Variance Reduction for Fair Federated Learning Jun 23, 2024 Fairness Federated Learning
— Unverified Adaptive Digital Twin and Communication-Efficient Federated Learning Network Slicing for 5G-enabled Internet of Things Jun 22, 2024 Decision Making Demand Forecasting
— Unverified Breaking Secure Aggregation: Label Leakage from Aggregated Gradients in Federated Learning Jun 22, 2024 Federated Learning Inference Attack
— Unverified Federated Adversarial Learning for Robust Autonomous Landing Runway Detection Jun 22, 2024 Federated Learning Lane Detection
— Unverified Supersonic OT: Fast Unconditionally Secure Oblivious Transfer Jun 21, 2024 Federated Learning
— Unverified Privacy Preserved Blood Glucose Level Cross-Prediction: An Asynchronous Decentralized Federated Learning Approach Jun 21, 2024 Federated Learning Privacy Preserving
Code Code Available Embracing Federated Learning: Enabling Weak Client Participation via Partial Model Training Jun 21, 2024 Federated Learning
— Unverified Towards Dynamic Resource Allocation and Client Scheduling in Hierarchical Federated Learning: A Two-Phase Deep Reinforcement Learning Approach Jun 21, 2024 CPU Deep Reinforcement Learning
— Unverified Rate-Splitting Multiple Access for Overloaded Multi-group Multicast: A First Experimental Study Jun 21, 2024 Fairness Federated Learning
— Unverified Safely Learning with Private Data: A Federated Learning Framework for Large Language Model Jun 21, 2024 Federated Learning Language Modeling
Code Code Available Tempora-Fusion: Time-Lock Puzzle with Efficient Verifiable Homomorphic Linear Combination Jun 21, 2024 Federated Learning
— Unverified FLoCoRA: Federated learning compression with low-rank adaptation Jun 20, 2024 Federated Learning Model Compression
Code Code Available Defending Against Sophisticated Poisoning Attacks with RL-based Aggregation in Federated Learning Jun 20, 2024 Federated Learning Model Poisoning
Code Code Available Communication-efficient Vertical Federated Learning via Compressed Error Feedback Jun 20, 2024 Federated Learning Vertical Federated Learning
Code Code Available Communication-Efficient Byzantine-Resilient Federated Zero-Order Optimization Jun 20, 2024 Federated Learning
— Unverified CollaFuse: Collaborative Diffusion Models Jun 20, 2024 Edge-computing Federated Learning
Code Code Available DRACO: Decentralized Asynchronous Federated Learning over Row-Stochastic Wireless Networks Jun 19, 2024 Federated Learning
— Unverified Bayes' capacity as a measure for reconstruction attacks in federated learning Jun 19, 2024 Federated Learning Reconstruction Attack
— Unverified A Resource-Adaptive Approach for Federated Learning under Resource-Constrained Environments Jun 19, 2024 Diversity Fairness
— Unverified SFedCA: Credit Assignment-Based Active Client Selection Strategy for Spiking Federated Learning Jun 18, 2024 Federated Learning
— Unverified Security and Privacy of 6G Federated Learning-enabled Dynamic Spectrum Sharing Jun 18, 2024 Federated Learning
— Unverified 