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    Safety, alignment & interpretability· 2016

    The Mythos of Model Interpretability

    Zachary C. Lipton (first author) · 2016

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    DOI 10.1145/3233231arXiv 1606.03490OpenAlex W2439568532

    On the reading lists

    Why it matters

    Clarified competing meanings of interpretability and exposed conceptual confusion in explanation research.

    Condensed from the expert lists' notes.

    The record

    First released
    2016 (from arXiv 1606.03490)
    Citations
    5,424 citations, as counted by OpenAlex (CC0)
    Named by
    both expert lists
    Score
    0.518 · computed rank 216 · consensus 0.63, must-read 0.5, citations percentile 0.798 (2010s · safety), 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.