A monolithic three-dimensional integrated system based on CMOS logic, compute-in-memory and associative memory can be used to efficiently implement one-shot learning.
This is a preview of subscription content, log in via an institution to check access.
References
Lecun, Y., Bengio, Y. & Hinton, G. Nature 521, 436–444 (2015).
Kirkpatrick, J. et al. Proc. Natl Acad. Sci. USA 114, 3521–3526 (2017).
Graves, A., Wayne, G. & Danihelka, I. Preprint at https://arxiv.org/abs/1410.5401 (2014).
Vinyals, O., Blundell, C., Lillicrap, T., Kavukcuoglu, K. & Wierstra, D. In Advances in Neural Information Processing Systems 29, 3637–3645 (2016).
Ielmini, D. & Wong, H. S. P. Nat. Electron. 1, 333–343 (2018).
Ni, K. et al. Nat. Electron. 2, 521–529 (2019).
Li, Y. et al. In Proc. 2021 IEEE Int. Electron Devices Meeting (in the press); https://ieee-iedm.org/program/
Batude, P. et al. In Proc. 2017 IEEE Int. Electron Devices Meeting 3.1.1–3.1.4 (IEEE, 2017); https://doi.org/10.1109/IEDM.2017.8268316
Yin, X. et al. IEEE Trans. Electron Devices 67, 2785–2792 (2020).
Kazemi, A. et al. In Proc. 2021 Design, Automation Test in Europe Conference Exhibition (DATE) 1084–1089 (IEEE, 2021); https://doi.org/10.23919/DATE51398.2021.9474025
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Rights and permissions
About this article
Cite this article
Zhao, Z., Deng, S., Jiang, Z. et al. One-shot learning goes 3D. Nat Electron 4, 866–867 (2021). https://doi.org/10.1038/s41928-021-00692-9
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41928-021-00692-9
- Springer Nature Limited