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Programming memristor arrays with arbitrarily high precision for analog computing |
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W. Song, M. Rao, Y. Li, C. Li, Y. Zhuo et al. |
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Science 383, 903-910(2024). DOI: 10.1126/science.adi9405 |
Thousands of conductance levels in memristors integrated on CMOS |
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M. Rao, H. Tang, J. Wu, W. Song, M. Zhang et al. |
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Nature 615, 823-829(2023). DOI: 10.1038/s41586-023-05759-5 |
A fully hardware-based memristive multilayer neural network |
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F. Kiani, J. Yin, Z. Wang, J.J. Yang, and Qiangfei Xia |
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Science Advances 7, eabj4801(2021). DOI: 10.1126/sciadv.abj4801 |
Three-dimensional memristor circuits as complex neural networks |
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P. Lin, C. Li, Z. Wang, Y. Li, H. Jiang, W. Song, M. Rao, Y. Zhuo, N.K. Upadhyay, M. Barnell, Q. Wu, J.J. Yang and Qiangfei Xia |
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Nature Electronics 3, 225-232(2020). DOI: 10.1038/s41928-020-0397-9 (Cover article) |
Memristive crossbar arrays for brain-inspired computing |
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Qiangfei Xia and J.J. Yang |
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Nature Materials 18, 309-323(2019). DOI: 10.1038/s41563-019-0291-x (Invited Review) |
Reinforcement learning with analogue memristor arrays |
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Z. Wang, C. Li, W. Song, M. Rao, D. Belkin, Y. Li, P. Yan, H. Jiang, P. Lin, M. Hu, J.P. Strachan, N. Ge, M. Barnell, Q. Wu, A.G. Barto, Q. Qiu, R.S. Williams, Qiangfei Xia and J.J. Yang |
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Nature Electronics 2, 115-124(2019). DOI: 10.1038/s41928-019-0221-6 |
Long short-term memory networks in memristor crossbar arrays |
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C. Li, Z. Wang, M. Rao, D. Belkin, W. Song, H. Jiang, P. Yan, Y. Li, P. Lin, M. Hu, N. Ge, J.P. Strachan, M. Barnell, Q. Wu, R.S. Williams, J.J. Yang and Qiangfei Xia |
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Nature Machine Intelligence 1, 49-57(2019). DOI: 10.1038/s42256-018-0001-4 |
Memristor crossbar arrays with 6-nm half-pitch and 2-nm critical dimension |
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S. Pi, C. Li, H. Jiang, W. Xia, H.L. Xin, J.J. Yang and Qiangfei Xia |
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Nature Nanotechnology 14, 35-39(2019). DOI: 10.1038/s41565-018-0302-0 |
A provable key destruction scheme based on memristive crossbar arrays |
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H. Jiang, C. Li, R. Zhang, P. Yan, P. Lin, Y. Li, J.J. Yang, D. Holcomb and Qiangfei Xia |
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Nature Electronics 1, 548-554(2018). DOI: 10.1038/s41928-018-0146-5 |
Capacitive neural network with neuro-transistors |
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Z. Wang, M. Rao, J.-W. Han, J. Zhang, P. Lin, Y. Li, C. Li, W. Song, S. Asapu, R. Midya, E. Zhuo, H. Jiang, J.H. Yoon, N.K. Upadhyay, S. Joshi, M. Hu, J.P. Strachan, M. Barnell, Q. Wu, H. Wu, Q. Qiu, R.S. Williams, Qiangfei Xia and J.J. Yang |
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Nature Communications 9, 3208(2018). DOI: 10.1038/s41467-018-05677-5 |
Efficient and self-adaptive in-situ learning in multilayer memristor neural networks |
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C. Li, D. Belkin, Y. Li, P. Yan, M. Hu, N. Ge, H. Jiang, E. Montgomery, P. Lin, Z. Wang, W. Song, J.P. Strachan, M. Barnell, Q. Wu, R.S. Williams, J.J. Yang, and Qiangfei Xia |
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Nature Communications 9, 2385(2018). DOI: 10.1038/s41467-018-04484-2 |
Fully memristive neural networks for pattern classification with unsupervised learning |
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Z. Wang, S. Joshi, S. Savel'ev, W. Song, R. Midya, Y. Li, M. Rao, P. Yan, S. Asapu, Y. Zhuo, H. Jiang, P. Lin, C. Li, J.H. Yoon, N.K. Upadhyay, J. Zhang, M. Hu, J.P. Strachan, M. Barnell, Q. Wu, H. Wu, R.S. Williams, Qiangfei Xia, and J.J. Yang |
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Nature Electronics 1, 137-145(2018). DOI: 10.1038/s41928-018-0023-2 |
Analogue signal and image processing with large memristor crossbars |
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C. Li, M. Hu, Y. Li, H. Jiang, N. Ge, E. Montgomery, J. Zhang, W. Song, N. Davila, C.E. Graves, Z. Li, J. P. Strachan, P. Lin, Z. Wang, M. Barnell, Q. Wu, R.S. Williams, J.J. Yang, and Qiangfei Xia |
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Nature Electronics 1, 52-59(2018). DOI: 10.1038/s41928-017-0002-z (Cover article of the inaugural issue) |
A novel true random number generator based on a stochastic diffusive memristor |
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H. Jiang, D. Belkin, S.E. Savel'ev, S. Lin, Z. Wang, Y. Li, S. Joshi, R. Midya, C. Li, M. Rao, M. Barnell, Q. Wu, J.J. Yang, and Qiangfei Xia |
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Nature Communications 8, 882(2017). DOI: 10.1038/s41467-017-00869-x |
Three-dimensional crossbar arrays of self-rectifying Si/SiO2/Si memristors |
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C. Li, L. Han, H. Jiang, M. Jang, P. Lin, Q. Wu, M. Barnell, J. J. Yang, H. L. Xin, and Qiangfei Xia |
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Nature Communications 15666, 882(2017). DOI: 10.1038/ncomms15666 |
Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing |
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Z. Wang, S. Joshi, S. E. Savel'ev, H. Jiang, R. Midya, P. Lin, M. Hu, N. Ge, J. P. Strachan, Z. Li, Q. Wu, M. Barnell, G. L. Li, H. L. Xin, R. S. Williams, Qiangfei Xia and J. J. Yang |
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Nature Materials 16, 101-108(2017). DOI: 10.1038/nmat4756 |
Sub-10 nm Ta channel responsible for superior performance of a HfO2 memristor |
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H. Jiang, L. Han, P. Lin, Z. Wang, M. Jang, Q. Wu, M. Barnell, J.J. Yang, H.L. Xin, and Qiangfei Xia |
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Scientific Reports 6, 28525(2016). DOI: 10.1038/srep28525 |
Nanoscale memristive radiofrequency switches |
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S. Pi, M. Ghadiri-Sadrabadi, J.C. Bardin, and Qiangfei Xia |
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Nature Communications 6, 7519(2015). DOI: 10.1038/ncomms8519 |
Memristor-CMOS hybrid integrated circuits for reconfigurable logic |
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Qiangfei Xia, W. Robinett, M.W. Cumbie, N. Banerjee, T.J. Cardinali, J.J. Yang, W. Wu, X.M. Li, W.M. Tong, D.B. Strukov, G.S. Snider, G. Medeiros-Ribeiro and R.S. Williams |
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Nano Letters 9, 3640-3645(2009). DOI: 10.1021/nl901874j |
Sub-10 nm self-enclosed self-limited nanofluidic channel arrays |
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Qiangfei Xia, K.J. Morton, R.H. Austin and S.Y. Chou |
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Nano Letters 8, 3830-3833(2008). DOI: 10.1021/nl802219b |
Improved nanofabrication through guided transient-liquefaction |
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S.Y. Chou and Qiangfei Xia |
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Nature Nanotechnology 3, 295-300(2008).
DOI: 10.1038/nnano.2008.95 |