Discriminator Rejection Sampling

ICLR, Volume abs/1810.06758, 2019.

Cited by: 46|Bibtex|Views163
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Other Links: dblp.uni-trier.de|arxiv.org

Abstract:

We propose a rejection sampling scheme using the discriminator of a GAN to approximately correct errors in the GAN generator distribution. We show that under quite strict assumptions, this will allow us to recover the data distribution exactly. We then examine where those strict assumptions break down and design a practical algorithm - ...More

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