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Solving optimization tasks in condensed matter

Finding states of matter with properties that are just right is a main challenge from metallurgy to quantum computing. A data-driven optimization approach based on gaming strategies could help.

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Fig. 1: Machine learning.


  1. Mills, K., Ronagh, P. & Tamblyn, I. Nat. Mach. Intell. (2020).

  2. Silver, D. et al. Nature 550, 354–359 (2017).

    Article  Google Scholar 

  3. Carrasquilla, J. & Melko, R. G. Nat. Phys. 13, 431–434 (2017).

    Article  Google Scholar 

  4. Zhang, Y. et al. Nature 570, 484–490 (2019).

    Article  Google Scholar 

  5. Bukov, M. et al. Phys. Rev. X 8, 031086 (2018).

    Google Scholar 

  6. Sweke, R., Kesselring, M. S., van Nieuwenburg, E. P. L. & Eisert, J. Preprint at (2018).

  7. Brockman, G. et al. Preprint at (2016).

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Correspondence to Eliska Greplova.

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Greplova, E. Solving optimization tasks in condensed matter. Nat Mach Intell 2, 557–558 (2020).

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