heterogeneous data

Compressed Decentralized Proximal Stochastic Gradient Method for Nonconvex Composite Problems with Heterogeneous Data ICML 2023 Convergence Analysis of Sequential Federated Learning on Heterogeneous Data NeurIPS 2023 Elastic Aggregation for Federated Optimization CVPR 2023 EPISODE: Episodic Gradient Clipping with Periodic Resampled Corrections for Federated Learning with Heterogeneous Data ICLR 2023 Federated Generative Model on Multi-Source Heterogeneous Data in IoT AAAI 2023 FedSysID: A Federated Approach to Sample-Efficient System Identification L4DC 2023 Global Update Tracking: A Decentralized Learning Algorithm for Heterogeneous Data NeurIPS 2023 Is Heterogeneity Notorious? Taming Heterogeneity to Handle Test-Time Shift in Federated Learning NeurIPS 2023 Loan Fraud Users Detection in Online Lending Leveraging Multiple Data Views AAAI 2023 MultiZoo and MultiBench: A Standardized Toolkit for Multimodal Deep Learning JMLR 2023 Private Non-Convex Federated Learning Without a Trusted Server AISTATS 2023 Provably Efficient Offline Reinforcement Learning with Perturbed Data Sources ICML 2023 The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond ICML 2023 A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources ICML 2022 Causal discovery with heterogeneous observational data UAI 2022 CD2-pFed: Cyclic Distillation-Guided Channel Decoupling for Model Personalization in Federated Learning CVPR 2022 Collaborative Learning by Detecting Collaboration Partners NeurIPS 2022 Contribution-Aware Federated Learning for Smart Healthcare AAAI 2022 Differentially Private Federated Learning on Heterogeneous Data AISTATS 2022 FedAvg with Fine Tuning: Local Updates Lead to Representation Learning NeurIPS 2022 Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features IJCAI 2022 FLAIR: Federated Learning Annotated Image Repository NeurIPS 2022 Gaussian Copula Embeddings NeurIPS 2022 Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning IJCAI 2022 Learn From Others and Be Yourself in Heterogeneous Federated Learning CVPR 2022