Construct · 1 fields · 1 citations

mode collapse: a standalone construct

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Machine learning

a generative adversarial network's generator maps many inputs to the same few outputs and fails to cover the variety of the data.

In machine learning, mode collapse refers to a generative adversarial network's generator maps many inputs to the same few outputs and fails to cover the variety of the data. This meaning comes from Goodfellow (2017) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

collapse4 fields · 5 citationsjingle · one word, four constructs cover2 fields · 4 citationsjingle · one word, two constructs generative adversarial network1 fields · 1 citationsanchor · a standalone construct

References

Goodfellow, I. (2017). NIPS 2016 Tutorial: Generative Adversarial Networks. arXiv. https://doi.org/10.48550/arxiv.1701.00160

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