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    Machine learning foundations· 2021

    A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

    Angelopoulos (first author) · 2021

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    arXiv 2107.07511OpenAlex W3180462067

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    Why it matters

    Accessible modern introduction to conformal methods.

    Condensed from the expert lists' notes.

    The record

    First released
    2021 (from arXiv 2107.07511)
    Citations
    1,383 citations, as counted by Papers With Code (CC BY-SA 4.0)
    Named by
    both expert lists
    Score
    0.304 · computed rank 598 · consensus 0.155, must-read 0, citations percentile 0.737 (2020s · foundations), 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.