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Why artificial intelligence needs to understand consequences

Animated gif of a Newton's cradle in which the typical balls have been replaced by zeroes and ones on strings

Credit: Neil Webb

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This article is part of Nature Outlook: Robotics and artificial intelligence, an editorially independent supplement produced with the financial support of third parties. About this content.


  1. Shao, X. M. et al. Cancer Immunol. Res. 8, 396–408 (2020).

    Article  PubMed  Google Scholar 

  2. Chiu, H.-Y., Chao, H.-S. & Chen, Y.-M. Cancers 14, 1370 (2022).

    Article  PubMed  Google Scholar 

  3. DeGrave, A. J., Janizek, J. D. & Lee, S.-I. Nature Mach. Intell. 3, 610–619 (2021).

    Article  Google Scholar 

  4. Pearl, J. Commun. ACM 62, 54–60 (2019).

    Article  Google Scholar 

  5. Deleu, T. et al. Preprint at (2022).

  6. Brown, N., Lerer, A., Gross, S. & Sandholm, T. Preprint at (2019).

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