517 citations · 580 across the 9 of their papers we have counts for
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cs.LG2020★ 1 cited
A Note on the Global Convergence of Multilayer Neural Networks in the Mean Field Regime
Huy Tuan Pham, Phan-Minh Nguyen
In a recent work, we introduced a rigorous framework to describe the mean field limit of the gradient-based learning dynamics of multilayer neural networks, based on the idea of a…
cs.LG2020★ 11 cited
A Rigorous Framework for the Mean Field Limit of Multilayer Neural Networks
Phan-Minh Nguyen, Huy Tuan Pham
We develop a mathematically rigorous framework for multilayer neural networks in the mean field regime. As the network's widths increase, the network's learning trajectory is shown…