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Mar, 2024
优化大规模神经网络训练的线搜索方法
Improving Line Search Methods for Large Scale Neural Network Training
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Philip Kenneweg, Tristan Kenneweg, Barbara Hammer
TL;DR
使用线搜索方法改进了传统随机梯度下降技术，通过在搜索方向中整合ADAM的动量项，实现了高效的大规模训练，提高了性能。
Abstract
In recent studies,
line search methods
have shown significant improvements in the performance of traditional
stochastic gradient descent techniques
, eliminating the need for a specific learning rate schedule. In
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