client heterogeneity

Causality-inspired Federated Learning for Dynamic Spatio-Temporal Graphs AAAI 2026 Decentralized Sporadic Federated Learning: A Unified Algorithmic Framework with Convergence Guarantees ICLR 2025 FedCCH: Automatic Personalized Graph Federated Learning for Inter-Client and Intra-Client Heterogeneity IJCAI 2025 Federated Learning at the Forefront of Fairness: A Multifaceted Perspective IJCAI 2025 Flexible Sharpness-Aware Personalized Federated Learning AAAI 2025 On the Power of Adaptive Weighted Aggregation in Heterogeneous Federated Learning and Beyond AISTATS 2025 PA3Fed: Period-Aware Adaptive Aggregation for Improved Federated Learning AAAI 2025 Population Normalization for Federated Learning CVPR 2025 Refined Analysis of Constant Step Size Federated Averaging and Federated Richardson-Romberg Extrapolation AISTATS 2025 A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs NeurIPS 2024 Benchmarking Algorithms for Federated Domain Generalization ICLR 2024 Communication-Efficient Federated Learning With Data and Client Heterogeneity AISTATS 2024 Dirichlet-based Uncertainty Quantification for Personalized Federated Learning with Improved Posterior Networks IJCAI 2024 Does Egalitarian Fairness Lead to Instability? The Fairness Bounds in Stable Federated Learning Under Altruistic Behaviors NeurIPS 2024 Federated Linear Contextual Bandits with Heterogeneous Clients AISTATS 2024 FedGCR: Achieving Performance and Fairness for Federated Learning with Distinct Client Types via Group Customization and Reweighting AAAI 2024 FedHCA2: Towards Hetero-Client Federated Multi-Task Learning CVPR 2024 FedSelect: Personalized Federated Learning with Customized Selection of Parameters for Fine-Tuning CVPR 2024 FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning CVPR 2024 Formal Logic Enabled Personalized Federated Learning through Property Inference AAAI 2024 Language-Guided Transformer for Federated Multi-Label Classification AAAI 2024 Performative Federated Learning: A Solution to Model-Dependent and Heterogeneous Distribution Shifts AAAI 2024 Personalized Federated Learning via Feature Distribution Adaptation NeurIPS 2024 Personalized Federated X-armed Bandit AISTATS 2024 TransFed: A Way To Epitomize Focal Modulation Using Transformer-Based Federated Learning WACV 2024