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data heterogeneity

115 papers

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Co-occurring keywords

federated learning (1333) model aggregation (156) distributed learning (563) knowledge distillation (3725) communication efficiency (297) heterogeneous datum (119) convergence analysis (395) client selection (23) non-iid datum (109) distributed optimization (275)

Papers

Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features IJCAI 2022
Tackling Data Heterogeneity: A New Unified Framework for Decentralized SGD with Sample-induced Topology ICML 2022
Multi-Level Branched Regularization for Federated Learning ICML 2022
Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning CVPR 2022
TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels NIPS 2022
DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training ICML 2022
Pretrained Models for Multilingual Federated Learning NAACL 2022
FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning CVPR 2022
Towards Understanding Biased Client Selection in Federated Learning AISTATS 2022
Quasi-global Momentum: Accelerating Decentralized Deep Learning on Heterogeneous Data ICML 2021
Model-Contrastive Federated Learning CVPR 2021
Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning AAAI 2021
Reinforcement-Learning Based Portfolio Management with Augmented Asset Movement Prediction States AAAI 2020
Tighter Theory for Local SGD on Identical and Heterogeneous Data AISTATS 2020
Learning from Data Heterogeneity: Algorithms and Applications IJCAI 2017