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gradient divergence

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fedavg (1) convergence upper bound (1) heterogeneity-driven pseudo-lipschitz assumption (1) quadratic local objective function (1) momentum fusion (1) local lipschitz constant (1) split learning (1) client-server architecture (1) data heterogeneity (1) federated learning (1)

Papers

SMoFi: Step-wise Momentum Fusion for Split Federated Learning on Heterogeneous Data AAAI 2026 A New Theoretical Perspective on Data Heterogeneity in Federated Optimization ICML 2024