federated learning

SFedHIFI: Fire Rate-Based Heterogeneous Information Fusion for Spiking Federated Learning AAAI 2026 SMoFi: Step-wise Momentum Fusion for Split Federated Learning on Heterogeneous Data AAAI 2026 Submodel Extraction for Efficient and Personalized Federated Learning via Optimal Transport CVPR 2026 Tackling Resource-Constrained and Data-Heterogeneity in Federated Learning with Double-Weight Sparse Pack AAAI 2026 Taming Noise-Induced Prototype Degradation for Privacy-Preserving Personalized Federated Fine-Tuning CVPR 2026 TOFA: Training-Free One-Shot Federated Adaptation for Vision-Language Models AAAI 2026 Towards Stable Federated Continual Test-Time Adaptation in Wild World CVPR 2026 TransFR: Transferable Federated Recommendation with Adapter Tuning on Pre-trained Language Models AAAI 2026 UniVarFL: Uniformity and Variance Regularized Federated Learning for Heterogeneous Data (Student Abstract) AAAI 2026 Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting AAAI 2026 Valid and Efficient Uncertainty Quantification for Federated Joint Shift UAI 2026 Venom: Liquid Diffusion-Guided Gradient Inversion for Breaking Differential Privacy in Federated Learning AAAI 2026 Who to Trust? Aggregating Client Predictions in Federated Distillation. UAI 2026 Achieving Byzantine-Resilient Federated Learning via Layer-Adaptive Sparsified Model Aggregation WACV 2025 Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization ICLR 2025 Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback JMLR 2025 Adaptive Gradient Clipping for Robust Federated Learning ICLR 2025 ADEPT: Hierarchical Bayes Approach to Personalized Federated Unsupervised Learning AISTATS 2025 A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities EMNLP 2025 A Federated Framework for LLM-based Recommendation NAACL 2025 AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models CVPR 2025 A Framework for Double-Blind Federated Adaptation of Foundation Models ICCV 2025 A High-Efficiency Federated Learning Method Using Complementary Pruning for D2D Communication (Student Abstract) AAAI 2025 AI Assistant for Socioeconomic Empowerment Using Federated Learning NAACL 2025 AI-Driven Personalized Fall Prevention for Older Adults AAAI 2025