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    Generative models· 2019

    Generative Modeling by Estimating Gradients of the Data Distribution

    Yang Song (first author) · 2019

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    arXiv 1907.05600OpenAlex W2959300817

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    Why it matters

    Established noise-conditional score networks and annealed Langevin sampling for high-quality generation.

    Condensed from the expert lists' notes.

    The record

    First released
    2019 (from arXiv 1907.05600)
    Citations
    6,113 citations, as counted by Papers With Code (CC BY-SA 4.0)
    Named by
    both expert lists
    Score
    0.394 · computed rank 376 · consensus 0.6, must-read 0, citations percentile 0.611 (2010s · generative-models), awards 0, existing lists 0. Method

    Data sources

    Catalogue data from OpenAlex (CC0), Crossref (CC0 metadata; no abstracts are shown), arXiv, and Papers With Code (CC BY-SA 4.0). Each count names its source. See the method.