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Apr, 2021
深度神经网络全局收敛保证的配方
A Recipe for Global Convergence Guarantee in Deep Neural Networks
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Kenji Kawaguchi, Qingyun Sun
TL;DR
该论文提出了一种算法,在实践中的深度学习超出了神经切向核(NTK)区域,并在可验证条件下保证全局收敛性。
Abstract
Existing
global convergence
guarantees of (stochastic)
gradient descent
do not apply to practical deep networks in the practical regime of
deep l
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