@inproceedings{d8433f80c2fd4b4c9e82e089bebd6da1,
title = "On-chip Learning of Multilayer Perceptron Based on Memristors with Limited Multilevel States",
abstract = "The cross-point memristor array is viewed as a promising candidate for neuromorphic computing due to its non-volatile storage and parallel computing features. However, the programming threshold and resistance fluctuation among different multilevel states restrict the capacity of weight representation and thus numerical precision. This poses great challenges for on-chip learning. This work evaluates the deterioration of learning accuracy on multilayer perceptron due to limited multilevel states and proposes stochastic 'skip-and-update' algorithm to facilitate on-chip learning with low-precision memristors.",
keywords = "memristor, multilayer perceptron, multilevel states, on-chip learning",
author = "Yuhang Zhang and Guanghui He and Tang, \{Kea Tiong\} and Guoxing Wang",
note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 1st IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2019 ; Conference date: 18-03-2019 Through 20-03-2019",
year = "2019",
month = mar,
doi = "10.1109/AICAS.2019.8771513",
language = "英语",
series = "Proceedings 2019 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2019",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "11--12",
booktitle = "Proceedings 2019 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2019",
address = "美国",
}