24 citations · 24 across the 2 of their papers we have counts for
2 papers
cs.LG2023
Why (and When) does Local SGD Generalize Better than SGD?
Xinran Gu, Kaifeng Lyu, Longbo Huang +1
Local SGD is a communication-efficient variant of SGD for large-scale training, where multiple GPUs perform SGD independently and average the model parameters periodically. It has…
cs.LG2021★ 24 cited
Fast Federated Learning in the Presence of Arbitrary Device Unavailability
Xinran Gu, Kaixuan Huang, Jingzhao Zhang +1
Federated Learning (FL) coordinates with numerous heterogeneous devices to collaboratively train a shared model while preserving user privacy. Despite its multiple advantages, FL f…