Construct · 1 fields · 1 citations

score-based generative model: a standalone construct

One name. One construct. A landmark on the map.

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score-basedgenerative model1 CONSTRUCTScore-based generativeSONG · MACHINE LEARNING

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Machine learning

a generative model that learns the gradient of the log data density at several noise levels and produces samples by following it with Langevin dynamics.

In machine learning, score-based generative model refers to a generative model that learns the gradient of the log data density at several noise levels and produces samples by following it with Langevin dynamics. This meaning comes from Song (2019) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

density4 fields · 6 citationsjingle · one word, four constructsdynamics3 fields · 3 citationsjingle · one word, three constructsgradient4 fields · 4 citationsjingle · one word, four constructs

References

  1. Song, Y., & Ermon, S. (2019). Generative Modeling by Estimating Gradients of the Data Distribution. arXiv. https://doi.org/10.48550/arxiv.1907.05600

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