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Updated: Jul 25, 2025

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随机梯度下降引入了有效的依赖于景观的规范化,有利于平面解决方案.

Ning Yang1, Chao Tang1,2,3, Yuhai Tu4

  • 1Peking-Tsinghua Center for Life Science, Peking University, Beijing 100871, China.

Physical review letters
|June 24, 2023
PubMed
概括

随机梯度下降 (SGD) 噪音有助于深度学习模型通过在损失景观中找到更平坦的最小值来概括. 这种规范化效应提高了通用化到关键噪声水平,提高了模型性能.

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