Efficient Training of the Memristive Deep Belief Net Immune to Non-Idealities of the Synaptic Devices

no code implementations • 15 Mar 2022 • Wei Wang, Barak Hoffer, Tzofnat Greenberg-Toledo, Yang Li, Minhui Zou, Eric Herbelin, Ronny Ronen, Xiaoxin Xu, Yulin Zhao, Jianguo Yang, Shahar Kvatinsky

Nevertheless, the implementation of the VMM needs complex peripheral circuits and the complexity further increases since non-idealities of memristive devices prevent precise conductance tuning (especially for the online training) and largely degrade the performance of the deep neural networks (DNNs).

PoTrojan: powerful neural-level trojan designs in deep learning models

no code implementations • 8 Feb 2018 • Minhui Zou, Yang Shi, Chengliang Wang, Fangyu Li, WenZhan Song, Yu Wang

With the popularity of deep learning (DL), artificial intelligence (AI) has been applied in many areas of human life.