personalized federated learning

FedARA: Resource-adaptive Low-rank Personalized Federated Learning via Anchor-driven Representation Alignment on Heterogeneous Edge Devices CVPR 2026 FedPKDA: Personalized Federated Learning with Privacy-Preserving Knowledge Dynamic Alignment AAAI 2026 Few-for-Many Personalized Federated Learning CVPR 2026 Fine-Tuning Impairs the Balancedness of Foundation Models in Long-tailed Personalized Federated Learning CVPR 2026 PPFL: A Parameter Behavior-Driven Plug-in Personalization Engine for Federated Learning AAAI 2026 AdaptPFL: Unlocking Cross-Device Palmprint Recognition via Adaptive Personalized Federated Learning with Feature Decoupling IJCAI 2025 ADPFedGNN: Adaptive Decoupling Personalized Federated Graph Neural Network IJCAI 2025 FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning CVPR 2025 Federated Oriented Learning: A Practical One-Shot Personalized Federated Learning Framework ICML 2025 FedSPD: A Soft-clustering Approach for Personalized Decentralized Federated Learning UAI 2025 FedSPU: Personalized Federated Learning for Resource-Constrained Devices with Stochastic Parameter Update AAAI 2025 Flexible Sharpness-Aware Personalized Federated Learning AAAI 2025 Hypernetwork Aggregation for Decentralized Personalized Federated Learning IJCAI 2025 Large Language Models Enhanced Personalized Graph Neural Architecture Search in Federated Learning AAAI 2025 Neural Architecture Search Driven by Locally Guided Diffusion for Personalized Federated Learning ICCV 2025 On the Linear Speedup of Personalized Federated Reinforcement Learning with Shared Representations ICLR 2025 Optimizing Personalized Federated Learning Through Adaptive Layer-Wise Learning IJCAI 2025 Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach AAAI 2025 Personalized Federated Learning under Local Supervision ICCV 2025 Personalizing Low-Rank Bayesian Neural Networks Via Federated Learning AISTATS 2025 PFedCS: A Personalized Federated Learning Method for Enhancing Collaboration among Similar Classifiers AAAI 2025 PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark JMLR 2025 Understanding the Stability-based Generalization of Personalized Federated Learning ICLR 2025 Understanding the Statistical Accuracy-Communication Trade-off in Personalized Federated Learning with Minimax Guarantees ICML 2025 A Comprehensive View of Personalized Federated Learning on Heterogeneous Clinical Datasets MLHC 2024