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Why deep-learning AIs are so easy to fool

Illustration by Edgar Bąk

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Nature 574, 163-166 (2019)

doi: https://doi.org/10.1038/d41586-019-03013-5

References

  1. Eykholt, K. et al. IEEE/CVF Conf. Comp. Vision Pattern Recog. 2018, 1625–1634 (2018).

    Article  Google Scholar 

  2. Finlayson, S. G. et al. Science 363, 1287–1289 (2019).

    Article  PubMed  Google Scholar 

  3. Elsayed, G. F., Goodfellow, I. & Sohl-Dickstein, J. Preprint at https://arxiv.org/abs/1806.11146 (2018).

  4. Szegedy, C. et al. Preprint at https://arxiv.org/abs/1312.6199v1 (2013).

  5. Nguyen, A., Yosinski, J. & Clune, J. IEEE Conf. Comp. Vision Pattern Recog. 2015, 427–436 (2015).

    Article  Google Scholar 

  6. Alcorn, M. A. et al. IEEE Conf. Comp. Vision Pattern Recog. 2019, 4845–4854 (2019).

    Google Scholar 

  7. Hendrycks, D., Zhao, K., Basart, S., Steinhardt, J. & Song, D. Preprint at https://arxiv.org/abs/1907.07174 (2019).

  8. Huang, S., Papernot, N., Goodfellow, I., Duan, Y. & Abbeel, P. Preprint at https://arxiv.org/abs/1702.02284 (2017).

  9. Gleave, A. et al. Preprint at https://arxiv.org/abs/1905.10615 (2019).

  10. Silver, D. et al. Science 362, 1140–1144 (2018).

    Article  PubMed  Google Scholar 

Download references

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