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    AI for science· survey· 2021

    Physics-informed machine learning

    Karniadakis (first author) · 2021

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    DOI 10.1038/s42254-021-00314-5OpenAlex W3163993681

    On the reading lists

    Why it matters

    Comprehensive review of physics-informed learning.

    Condensed from the expert lists' notes.

    The record

    First released
    2021 (from OpenAlex)
    Citations
    8,699 citations, as counted by OpenAlex (CC0)
    Named by
    the grok list only

    Editor's notes

    • Classed as survey: A Nature Reviews Physics review article. (AI draft (Claude), not yet reviewed, 2026-10-29)

    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.