A role for analogue memory in AI hardware

Memristor-based chips could lead the way to fast, energy-efficient AI hardware accelerators.

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  1. 1.

    Jouppi, N. P. et al. in Proc. 44th International Symposium on Computer Architecture 1–12 (2017).

  2. 2.

    Sze, V., Chen, Y.-H., Yang, T.-J. & Emer, J. S. Proc. IEEE 105, 2295–2329 (2017).

    Article  Google Scholar 

  3. 3.

    Li, C. et al. Nat. Mach. Intell. (2018).

  4. 4.

    LeCun, Y., Bengio, Y. & Hinton, G. Nature 521, 436–444 (2015).

    Article  Google Scholar 

  5. 5.

    Han, S., Pool, J., Tran, J. & Dally, B. Proc. 28th International Conference on Neural Information Processing Systems 1, 1135–1143 (2015).

  6. 6.

    Ambrogio, S. et al. Nature 558, 60–67 (2018).

    Article  Google Scholar 

  7. 7.

    Nandakumar, S. R. et al. Preprint at (2017).

  8. 8.

    Hu, M. et al. Adv. Mater. 30, 1705914 (2018).

    Article  Google Scholar 

  9. 9.

    Shafiee, A. et al. in Proc. 43rd International Symposium on Computer Architecture 14–26 (2016).

  10. 10.

    Gokmen, T. & Vlasov, Y. Front. Neurosci. 10, 333 (2016).

    Article  Google Scholar 

  11. 11.

    Narayanan, P. et al. IBM J. Res. Dev. 61, 11 (2017).

    Article  Google Scholar 

  12. 12.

    Tsai, H., Ambrogio, S., Narayanan, P., Shelby, R. M. & Burr, G. W. J. Phys. D 51, 283001 (2018).

    Article  Google Scholar 

Download references

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Correspondence to Geoffrey W. Burr.

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Burr, G.W. A role for analogue memory in AI hardware. Nat Mach Intell 1, 10–11 (2019).

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