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local step

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heterogeneous federated learning (1) polyak-łojasiewicz condition (1) decomposable submodular function (1) federated setting (1) continuous greedy algorithm (1) linear speedup (1) worker heterogeneity (1) partial participation (1) approximate solution (1) submodular function (1)

Papers

Methods with Local Steps and Random Reshuffling for Generally Smooth Non-Convex Federated Optimization ICLR 2025 Decomposable Submodular Maximization in Federated Setting ICML 2024 Provable Benefits of Local Steps in Heterogeneous Federated Learning for Neural Networks: A Feature Learning Perspective ICML 2024 Maximizing Communication Efficiency for Large-scale Training via 0/1 Adam ICLR 2023 Anarchic Federated Learning ICML 2022