Multi-Agent Reinforcement Learning for Graph Discovery in D2D-Enabled Federated Learning Mar 29, 2025 Diversity Federated Learning
— Unverified Enhancing Federated Learning Through Secure Cluster-Weighted Client Aggregation Mar 29, 2025 Fairness Federated Learning
— Unverified Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance Mar 27, 2025 Computational Efficiency Federated Learning
Code Code Available Energy Minimization for Participatory Federated Learning in IoT Analyzed via Game Theory Mar 27, 2025 Decision Making Federated Learning
— Unverified The Cost of Local and Global Fairness in Federated Learning Mar 27, 2025 Fairness Federated Learning
Code Code Available Federated Learning with Differential Privacy: An Utility-Enhanced Approach Mar 27, 2025 Federated Learning
— Unverified Resource-Efficient Federated Fine-Tuning Large Language Models for Heterogeneous Data Mar 27, 2025 Federated Learning Privacy Preserving
— Unverified Multi-Objective Optimization for Privacy-Utility Balance in Differentially Private Federated Learning Mar 27, 2025 Federated Learning Privacy Preserving
— Unverified Provable Reduction in Communication Rounds for Non-Smooth Convex Federated Learning Mar 27, 2025 Federated Learning
— Unverified Robust Federated Learning Against Poisoning Attacks: A GAN-Based Defense Framework Mar 26, 2025 Federated Learning Generative Adversarial Network
Code Code Available An Empirical Study of the Impact of Federated Learning on Machine Learning Model Accuracy Mar 26, 2025 Federated Learning
— Unverified TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting Models Mar 26, 2025 Federated Learning image-classification
Code Code Available AIGC-assisted Federated Learning for Edge Intelligence: Architecture Design, Research Challenges and Future Directions Mar 26, 2025 Federated Learning
— Unverified Convergence Theory of Flexible ALADIN for Distributed Optimization Mar 26, 2025 Distributed Optimization Federated Learning
— Unverified ProFed: a Benchmark for Proximity-based non-IID Federated Learning Mar 26, 2025 Federated Learning
— Unverified Unlocking the Value of Decentralized Data: A Federated Dual Learning Approach for Model Aggregation Mar 26, 2025 Federated Learning
— Unverified MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation Mar 26, 2025 Federated Learning Image Segmentation
— Unverified SAFE: Self-Adjustment Federated Learning Framework for Remote Sensing Collaborative Perception Mar 25, 2025 Computational Efficiency Federated Learning
— Unverified Noise Resilient Over-The-Air Federated Learning In Heterogeneous Wireless Networks Mar 25, 2025 Federated Learning Privacy Preserving
— Unverified Exact and Linear Convergence for Federated Learning under Arbitrary Client Participation is Attainable Mar 25, 2025 Federated Learning
— Unverified RCC-PFL: Robust Client Clustering under Noisy Labels in Personalized Federated Learning Mar 25, 2025 Clustering Federated Learning
— Unverified Social Network User Profiling for Anomaly Detection Based on Graph Neural Networks Mar 25, 2025 Anomaly Detection Computational Efficiency
— Unverified FedMM-X: A Trustworthy and Interpretable Framework for Federated Multi-Modal Learning in Dynamic Environments Mar 25, 2025 Federated Learning Out-of-Distribution Generalization
— Unverified Federated Learning: A new frontier in the exploration of multi-institutional medical imaging data Mar 25, 2025 Data Integration Federated Learning
— Unverified Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for Federated Continual Learning Mar 25, 2025 Continual Learning Federated Learning
Code Code Available Byzantine-Resilient Over-the-Air Federated Learning under Zero-Trust Architecture Mar 24, 2025 Clustering Federated Learning
— Unverified Distributionally Robust Federated Learning: An ADMM Algorithm Mar 24, 2025 Federated Learning
— Unverified Streaming Federated Learning with Markovian Data Mar 24, 2025 Federated Learning
— Unverified Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for FCL Mar 23, 2025 Continual Learning Federated Learning
Code Code Available FedSKD: Aggregation-free Model-heterogeneous Federated Learning using Multi-dimensional Similarity Knowledge Distillation Mar 23, 2025 Federated Learning Knowledge Distillation
— Unverified LoGoFair: Post-Processing for Local and Global Fairness in Federated Learning Mar 21, 2025 Fairness Federated Learning
Code Code Available A Thorough Assessment of the Non-IID Data Impact in Federated Learning Mar 21, 2025 Federated Learning
— Unverified FedSAF: A Federated Learning Framework for Enhanced Gastric Cancer Detection and Privacy Preservation Mar 20, 2025 Federated Learning
— Unverified RESFL: An Uncertainty-Aware Framework for Responsible Federated Learning by Balancing Privacy, Fairness and Utility in Autonomous Vehicles Mar 20, 2025 Autonomous Vehicles Disentanglement
— Unverified Energy-Efficient Federated Learning and Migration in Digital Twin Edge Networks Mar 20, 2025 Federated Learning
— Unverified Fed-NDIF: A Noise-Embedded Federated Diffusion Model For Low-Count Whole-Body PET Denoising Mar 20, 2025 Denoising Federated Learning
— Unverified Communication Efficient Federated Learning with Linear Convergence on Heterogeneous Data Mar 20, 2025 Distributed Optimization Federated Learning
— Unverified Empirical Analysis of Privacy-Fairness-Accuracy Trade-offs in Federated Learning: A Step Towards Responsible AI Mar 20, 2025 Benchmarking Fairness
— Unverified Advancing Deep Learning through Probability Engineering: A Pragmatic Paradigm for Modern AI Mar 19, 2025 Deep Learning Federated Learning
— Unverified FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation Mar 19, 2025 Computational Efficiency Federated Learning
— Unverified FedLWS: Federated Learning with Adaptive Layer-wise Weight Shrinking Mar 19, 2025 Federated Learning
Code Code Available Reducing Communication Overhead in Federated Learning for Network Anomaly Detection with Adaptive Client Selection Mar 19, 2025 Anomaly Detection Federated Learning
— Unverified pFedFair: Towards Optimal Group Fairness-Accuracy Trade-off in Heterogeneous Federated Learning Mar 19, 2025 Fairness Federated Learning
— Unverified FedBEns: One-Shot Federated Learning based on Bayesian Ensemble Mar 19, 2025 Bayesian Inference Federated Learning
— Unverified Federated Continual 3D Segmentation With Single-round Communication Mar 19, 2025 Continual Learning Federated Learning
— Unverified Online federated learning framework for classification Mar 19, 2025 Classification Computational Efficiency
— Unverified RAG-based User Profiling for Precision Planning in Mixed-precision Over-the-Air Federated Learning Mar 19, 2025 Federated Learning Quantization
— Unverified Defending Against Gradient Inversion Attacks for Biomedical Images via Learnable Data Perturbation Mar 19, 2025 Federated Learning Privacy Preserving
— Unverified Global Group Fairness in Federated Learning via Function Tracking Mar 19, 2025 Fairness Federated Learning
Code Code Available A Comprehensive Survey on Architectural Advances in Deep CNNs: Challenges, Applications, and Emerging Research Directions Mar 19, 2025 Action Recognition Computational Efficiency
— Unverified 