ARTIFICIAL NEURAL NETWORKS

A role for analogue memory in AI hardware

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

Access options

Rent or Buy article

Get time limited or full article access on ReadCube.

from$8.99

All prices are NET prices.

References

  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. https://doi.org/10.1038/s42256-018-0001-4 (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 https://arxiv.org/abs/1712.01192 (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

Author information

Affiliations

Authors

Corresponding author

Correspondence to Geoffrey W. Burr.

Ethics declarations

Competing interests

The author declares no competing interests.

Rights and permissions

Reprints and Permissions

About this article

Verify currency and authenticity via CrossMark

Cite this article

Burr, G.W. A role for analogue memory in AI hardware. Nat Mach Intell 1, 10–11 (2019). https://doi.org/10.1038/s42256-018-0007-y

Download citation

Further reading

Search

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing