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Smoothness and Stability in GANs #58

Open llien30 opened 4 years ago

llien30 commented 4 years ago

INFO

Author

Casey Chu, Kentaro Minami, Kenji Fukumizu

Affiliation

PFN

Conference or Year

ICLR2020

Link

PDF
[official GitHub]()
日本語解説 by author
Abstract

For the stability in GANs,
spectral normalization
gradient penalty were proposed.

In this paper, they pay attention to Smoothness

Question : Is the objective function of GAN smooth?

Contribution

They proved the following things, mathematically.

the roles of spectral normalization and gradient penalty are independent
these two contribute to different types of smoothness (stability) conditions, respectively

Discussion, Future Work

Comment

Date