federated learning

FedREDefense: Defending against Model Poisoning Attacks for Federated Learning using Model Update Reconstruction Error ICML 2024 FedSC: Provable Federated Self-supervised Learning with Spectral Contrastive Objective over Non-i.i.d. Data ICML 2024 FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning CVPR 2024 FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning IJCAI 2024 FedST: Federated Style Transfer Learning for Non-IID Image Segmentation AAAI 2024 FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heterogeneity in Federated Learning AAAI 2024 FedTrans: Client-Transparent Utility Estimation for Robust Federated Learning ICLR 2024 FedTSA: A Cluster-based Two-Stage Aggregation Method for Model-heterogeneous Federated Learning ECCV 2024 FedUV: Uniformity and Variance for Heterogeneous Federated Learning CVPR 2024 FedWon: Triumphing Multi-domain Federated Learning Without Normalization ICLR 2024 Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity NeurIPS 2024 FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel Extraction NeurIPS 2024 Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients NeurIPS 2024 Fisher Information-based Efficient Curriculum Federated Learning with Large Language Models EMNLP 2024 (FL)$^2$: Overcoming Few Labels in Federated Semi-Supervised Learning NeurIPS 2024 FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning CVPR 2024 FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations NeurIPS 2024 FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and Detection NeurIPS 2024 Foreseeing Reconstruction Quality of Gradient Inversion: An Optimization Perspective AAAI 2024 Formal Logic Enabled Personalized Federated Learning through Property Inference AAAI 2024 Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning NeurIPS 2024 Frequency Oracle for Sensitive Data Monitoring (Student Abstract) AAAI 2024 From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching IJCAI 2024 FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion NeurIPS 2024 General Commerce Intelligence: Glocally Federated NLP-Based Engine for Privacy-Preserving and Sustainable Personalized Services of Multi-Merchants AAAI 2024