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Moving beyond post hoc explainable artificial intelligence: a perspective paper on lessons learned from dynamical climate modeling. Geoscientific Model Development. 2025 O'Loughlin, Ryan J.

Machine Learning, Understanding & explanation

Cites (14)

Citations in the corpus, listed by decreasing publication date.

  1. Diagnosing errors in climate model intercomparisons. European Journal for Philosophy of Science. 2023 O’Loughlin, Ryan

    Confirmation & evaluation, Robustness

  2. Robustness reasoning in climate model comparisons. Studies in History and Philosophy of Science Part A. 2021 O’Loughlin, Ryan

    Confirmation & evaluation, Ensemble methods, Robustness

  3. Understanding climate phenomena with data-driven models. Studies in History and Philosophy of Science Part A. 2020 Knüsel, Benedikt, Baumberger, Christoph

    Understanding & explanation

  4. Understanding climate change with statistical downscaling and machine learning. Synthese. 2020 Jebeile, Julie, Lam, Vincent, Räz, Tim

    Machine Learning, Regional climate modelling, Understanding & explanation

  5. The Coupled Model Intercomparison Project: History, uses, and structural effects on climate research. WIREs Climate Change. 2020 Touzé‐Peiffer, Ludovic, Barberousse, Anouk, Le Treut, Hervé

    Ensemble methods

  6. Climate Models: How to Assess Their Reliability. International Studies in the Philosophy of Science. 2019 Carrier, Martin, Lenhard, Johannes

    Confirmation & evaluation, Robustness

  7. Building confidence in climate model projections: an analysis of inferences from fit. WIREs Climate Change. 2017 Baumberger, Christoph, Knutti, Reto, Hirsch Hadorn, Gertrude

    Confirmation & evaluation, Robustness

  8. Philosophy of Climate Science Part II: Modelling Climate Change. Philosophy Compass. 2015 Frigg, Roman, Thompson, Erica, Werndl, Charlotte

  9. The future of climate modeling. Climatic Change. 2015 Katzav, Joel, Parker, Wendy S.

    Confirmation & evaluation

  10. Model robustness as a confirmatory virtue: The case of climate science. Studies in History and Philosophy of Science Part A. 2015 Lloyd, Elisabeth A.

    Confirmation & evaluation, Robustness, Values

  11. A practical philosophy of complex climate modelling. European Journal for Philosophy of Science. 2014 Schmidt, Gavin A., Sherwood, Steven

    Calibration/tuning, Confirmation & evaluation

  12. Confirmation and Robustness of Climate Models. Philosophy of Science. 2010 Lloyd, Elisabeth A.

    Confirmation & evaluation, Robustness

  13. Holism, entrenchment, and the future of climate model pluralism. Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics. 2010 Lenhard, Johannes, Winsberg, Eric

    Confirmation & evaluation

  14. The Gap between Simulation and Understanding in Climate Modeling. Bulletin of the American Meteorological Society. 2005 Held, Isaac M.

    Confirmation & evaluation, Understanding & explanation

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