conftrace_

client drift

34 papers

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Co-occurring keywords · papers mentioning both

federated learning (31) data heterogeneity (5) non-iid data (3) control variate (3) heterogeneous data (3) model aggregation (3) knowledge distillation (3) personalized federated learning (2) large language model (2) statistical heterogeneity (2)

Papers

Understanding How Consistency Works in Federated Learning via Stage-wise Relaxed Initialization NeurIPS 2023 Closing the Generalization Gap of Cross-Silo Federated Medical Image Segmentation CVPR 2022 Coordinating Momenta for Cross-Silo Federated Learning AAAI 2022 FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction NeurIPS 2022 Fedvarp: Tackling the variance due to partial client participation in federated learning UAI 2022 Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning ICML 2022 Behavior Mimics Distribution: Combining Individual and Group Behaviors for Federated Learning IJCAI 2021 Breaking the centralized barrier for cross-device federated learning NeurIPS 2021 SCAFFOLD: Stochastic Controlled Averaging for Federated Learning ICML 2020