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Integrating memristors and CMOS for better AI

By integrating memristor arrays with CMOS circuitry, a computing-in-memory architecture can be created that could provide efficient deep neural network processors.

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Fig. 1: Von Neumann architecture versus nvCIM architecture for AI edge devices.


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

    Article  Google Scholar 

  2. Nurvitadhi, E. et al. Int. Symp. Field-Programmable Gate Arrays (FPGA) 5–14 (ACM, 2017).

  3. Jouppi, N. P. et al. Int. Symp. Computer Architecture (ISCA) 1–12 (ACM/IEEE, 2017).

  4. Xu, X. et al. Nat. Electron. 1, 216–222 (2018).

    Article  Google Scholar 

  5. Chi, P. et al. Int. Symp. Computer Architecture (ISCA) 27–39 (ACM/IEEE, 2016).

  6. Yang, J. J., Strukov, D. B. & Stewart, D. R. Nat. Nanotechnol. 8, 13–24 (2013).

    Article  Google Scholar 

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

    Article  Google Scholar 

  8. Prezioso, M. et al. Nature 521, 61–64 (2015).

    Article  Google Scholar 

  9. Ankit, A. et al. Int. Conf. Architectural Support for Programming Languages and Operating Systems (ASPLOS) 715–731 (ACM, 2019).

  10. Chen, W.-H. et al. Nat. Electron. (2019).

    Article  Google Scholar 

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Correspondence to Yiyu Shi.

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Jiang, W., Xie, B., Liu, CC. et al. Integrating memristors and CMOS for better AI. Nat Electron 2, 376–377 (2019).

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