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Jun, 2023
用布朗运动控制器稳定 GAN 的训练
Stabilizing GANs' Training with Brownian Motion Controller
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Tianjiao Luo, Ziyu Zhu, Jianfei Chen, Jun Zhu
TL;DR
本文从控制理论的角度出发，设计并应用了一种基于高阶噪声的通用控制器Brownian Motion Controller (BMC)，并在DiracGANs和普通GANs中进行了实验，发现使用BMC能够提高GANs训练的稳定性和收敛速度，在StyleGANv2-ada中表现出更好的性能。
Abstract
The training process of
generative adversarial networks
(GANs) is unstable and does not converge globally. In this paper, we examine the stability of GANs from the perspective of
control theory
and propose a univ
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