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cs.LG2023★ 4 cited
Convergence Analysis of Sequential Federated Learning on Heterogeneous Data
Yipeng Li, Xinchen Lyu
There are two categories of methods in Federated Learning (FL) for joint training across multiple clients: (i) parallel FL (PFL), where clients train models in a parallel manner; a…
cs.LG2023
Convergence Analysis of Sequential Split Learning on Heterogeneous Data
Yipeng Li, Xinchen Lyu
Federated Learning (FL) and Split Learning (SL) are two popular paradigms of distributed machine learning. By offloading the computation-intensive portions to the server, SL is pro…