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Nov, 2023
SMaRt:基于分数匹配规则改进GANs
SMaRt: Improving GANs with Score Matching Regularity
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Mengfei Xia, Yujun Shen, Ceyuan Yang, Ran Yi, Wenping Wang...
TL;DR
生成对抗网络(GAN)的数学基础不足以解决复杂多样数据的学习问题,通过引入分数匹配(score matching)的正则化优化方法(SMaRt),在各种现实世界数据集上提高了各种最新GAN的综合性能。
Abstract
generative adversarial networks
(GANs) usually struggle in learning from highly diverse data, whose underlying manifold is complex. In this work, we revisit the
mathematical foundations
of GANs, and theoretically
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