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MACHINE LEARNING

Gazing into Clever Hans machines

Humans infer much of the intentions of others by just looking at their gaze. Similarly, we want to understand how machine learning systems solve a problem. New tools are developed to find out what strategies a learning machine is using, such as what it is paying attention to when classifying images.

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References

  1. 1.

    Lapuschkin, S. et al. Nat. Commun. https://doi.org/10.1038/s41467-019-08987-4 (2019).

  2. 2.

    Sturm, B. J. IEEE Trans. Multimedia 16, 1636–1644 (2014).

    Article  Google Scholar 

  3. 3.

    Barrouillet, P., Mignon, M. & Thevenot, C. J. Exp. Child Psychol. 99, 233–251 (2008).

    Article  Google Scholar 

  4. 4.

    Rajalingham, R. et al. J. Neurosci. 38, 7255–7269 (2018).

    Article  Google Scholar 

  5. 5.

    Greydanus, S., Koul, A., Dodge, J. & Fern, A. Preprint at https://arxiv.org/abs/1711.00138 (2017).

  6. 6.

    Bach, S. et al. PLOS ONE 10, e0130140 (2015).

    Article  Google Scholar 

  7. 7.

    Ribeiro, M. T., Singh, S. & Guestrin, C. in Proc. 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 1135–1144 (ACM, 2016).

  8. 8.

    Ribeiro, M. T., Singh, S. & Guestrin, C. in Thirty-Second AAAI Conference on Artificial Intelligence 1527–1535 (AAAI, 2018).

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Correspondence to José Hernández-Orallo.

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Hernández-Orallo, J. Gazing into Clever Hans machines. Nat Mach Intell 1, 172–173 (2019). https://doi.org/10.1038/s42256-019-0032-5

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