KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server Oct 8, 2024 Federated Learning Knowledge Distillation
Code Code Available FairFML: Fair Federated Machine Learning with a Case Study on Reducing Gender Disparities in Cardiac Arrest Outcome Prediction Oct 7, 2024 Fairness Federated Learning
Code Code Available Federated brain tumor segmentation: an extensive benchmark Oct 7, 2024 Brain Tumor Segmentation Federated Learning
— Unverified Over-the-Air Federated Learning in Cell-Free MIMO with Long-term Power Constraint Oct 7, 2024 Distributed Computing Federated Learning
— Unverified Aiding Global Convergence in Federated Learning via Local Perturbation and Mutual Similarity Information Oct 7, 2024 Distributed Optimization Federated Learning
— Unverified Federated Learning Nodes Can Reconstruct Peers' Image Data Oct 7, 2024 Federated Learning Privacy Preserving
— Unverified FRIDA: Free-Rider Detection using Privacy Attacks Oct 7, 2024 Federated Learning
— Unverified FedBiP: Heterogeneous One-Shot Federated Learning with Personalized Latent Diffusion Models Oct 7, 2024 Federated Learning
— Unverified pFedGame -- Decentralized Federated Learning using Game Theory in Dynamic Topology Oct 5, 2024 Federated Learning Model Poisoning
— Unverified ConDa: Fast Federated Unlearning with Contribution Dampening Oct 5, 2024 Federated Learning
— Unverified Deep Domain Isolation and Sample Clustered Federated Learning for Semantic Segmentation Oct 4, 2024 Federated Learning Semantic Segmentation
Code Code Available An Intelligent Native Network Slicing Security Architecture Empowered by Federated Learning Oct 4, 2024 Federated Learning
— Unverified BN-SCAFFOLD: controlling the drift of Batch Normalization statistics in Federated Learning Oct 4, 2024 Federated Learning
— Unverified FedMAC: Tackling Partial-Modality Missing in Federated Learning with Cross-Modal Aggregation and Contrastive Regularization Oct 4, 2024 Federated Learning
— Unverified A Survey on Group Fairness in Federated Learning: Challenges, Taxonomy of Solutions and Directions for Future Research Oct 4, 2024 Fairness Federated Learning
Code Code Available Collaborative and Efficient Personalization with Mixtures of Adaptors Oct 4, 2024 Federated Learning Multi-Task Learning
— Unverified Influence-oriented Personalized Federated Learning Oct 4, 2024 Federated Learning Personalized Federated Learning
— Unverified FedCert: Federated Accuracy Certification Oct 4, 2024 Federated Learning
Code Code Available FedStein: Enhancing Multi-Domain Federated Learning Through James-Stein Estimator Oct 4, 2024 Domain Adaptation Domain Generalization
Code Code Available Accelerating Deep Learning with Fixed Time Budget Oct 3, 2024 Deep Learning Federated Learning
— Unverified FedPeWS: Personalized Warmup via Subnetworks for Enhanced Heterogeneous Federated Learning Oct 3, 2024 Federated Learning
— Unverified FedScalar: A Communication efficient Federated Learning Oct 3, 2024 Federated Learning
— Unverified Personalized Federated Learning for Generative AI-Assisted Semantic Communications Oct 3, 2024 Federated Learning Network Pruning
— Unverified Data Similarity-Based One-Shot Clustering for Multi-Task Hierarchical Federated Learning Oct 3, 2024 Clustering Federated Learning
— Unverified A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security Oct 3, 2024 Decision Making Federated Learning
— Unverified Towards Layer-Wise Personalized Federated Learning: Adaptive Layer Disentanglement via Conflicting Gradients Oct 3, 2024 Disentanglement Federated Learning
— Unverified Personalized Quantum Federated Learning for Privacy Image Classification Oct 3, 2024 Classification Federated Learning
— Unverified Clinnova Federated Learning Proof of Concept: Key Takeaways from a Cross-border Collaboration Oct 3, 2024 Federated Learning
— Unverified A Federated Learning Platform as a Service for Advancing Stroke Management in European Clinical Centers Oct 2, 2024 Decision Making Federated Learning
— Unverified Frequency-Based Federated Domain Generalization for Polyp Segmentation Oct 2, 2024 Domain Generalization Federated Learning
Code Code Available NTK-DFL: Enhancing Decentralized Federated Learning in Heterogeneous Settings via Neural Tangent Kernel Oct 2, 2024 Federated Learning
— Unverified Addressing Data Heterogeneity in Federated Learning with Adaptive Normalization-Free Feature Recalibration Oct 2, 2024 Federated Learning Personalized Federated Learning
— Unverified EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated Learning Oct 2, 2024 Fairness Federated Learning
Code Code Available A Novel Framework of Horizontal-Vertical Hybrid Federated Learning for EdgeIoT Oct 2, 2024 Edge-computing Federated Learning
— Unverified On the Convergence of FedProx with Extrapolation and Inexact Prox Oct 2, 2024 Federated Learning
— Unverified FLAME: Adaptive and Reactive Concept Drift Mitigation for Federated Learning Deployments Oct 2, 2024 Federated Learning
— Unverified Overpredictive Signal Analytics in Federated Learning: Algorithms and Analysis Oct 2, 2024 Federated Learning
— Unverified Selective Aggregation for Low-Rank Adaptation in Federated Learning Oct 2, 2024 Federated Learning General Knowledge
Code Code Available Debiasing Federated Learning with Correlated Client Participation Oct 2, 2024 Federated Learning
— Unverified FedPT: Federated Proxy-Tuning of Large Language Models on Resource-Constrained Edge Devices Oct 1, 2024 Federated Learning Privacy Preserving
— Unverified Quantized and Asynchronous Federated Learning Sep 30, 2024 Federated Learning Quantization
— Unverified Fisher Information-based Efficient Curriculum Federated Learning with Large Language Models Sep 30, 2024 Federated Learning
— Unverified Leveraging Pre-trained Models for Robust Federated Learning for Kidney Stone Type Recognition Sep 30, 2024 Diagnostic Federated Learning
— Unverified Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients Sep 30, 2024 Binary Classification Federated Learning
— Unverified HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning Sep 30, 2024 Federated Learning Knowledge Distillation
— Unverified Comments on "Privacy-Enhanced Federated Learning Against Poisoning Adversaries" Sep 30, 2024 Federated Learning
— Unverified Online Client Scheduling and Resource Allocation for Efficient Federated Edge Learning Sep 29, 2024 Federated Learning Scheduling
— Unverified One Node Per User: Node-Level Federated Learning for Graph Neural Networks Sep 29, 2024 Federated Learning Graph Learning
— Unverified Tailored Federated Learning: Leveraging Direction Regulation & Knowledge Distillation Sep 29, 2024 Federated Learning Knowledge Distillation
— Unverified Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method Sep 29, 2024 Federated Learning Learning Theory
Code Code Available 