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Nature 589, 524-525 (2021)



  1. Chen, C., Zuo, Y., Ye, W., Li, X. & Ong, S. P. Nature Comput. Sci. 1, 46–53 (2021).

    Article  Google Scholar 

  2. Butler, K. T., Davies, D. W., Cartwright, H., Isayev, O. & Walsh, A. Nature 559, 547–555 (2018).

    PubMed  Article  Google Scholar 

  3. Ramprasad, R., Batra, R., Pilania, G., Mannodi-Kanakkithodi, A. & Kim, C. npj Comput. Mater. 3, 54 (2017).

    Article  Google Scholar 

  4. Stanev, V. et al. npj Comput. Mater. 4, 29 (2018).

    Article  Google Scholar 

  5. Sendek, A. D. et al. Chem. Mater. 31, 342–352 (2019).

    Article  Google Scholar 

  6. Mannodi-Kanakkithodi, A. et al. Mater. Today 21, 785–796 (2018).

    Article  Google Scholar 

  7. Huo, H. et al. npj Comput. Mater. 5, 62 (2019).

    Article  Google Scholar 

  8. Chen, C., Ye, W., Zuo, Y., Zheng, C. & Ong, S. P. Chem. Mater. 31, 3564–3572 (2019).

    Article  Google Scholar 

  9. Rohit, B., Pilania, G., Uberuaga, B. P. & Ramprasad, R. ACS Appl. Mater. Interf. 11, 24906–24918 (2019).

    Article  Google Scholar 

  10. Dahl, G. E., Jaitly, N. & Salakhutdinov, R. Preprint at (2014).

Download references


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