Search Results for author: Ningxi Liu

Found 1 papers, 1 papers with code

Analog/Mixed-Signal Hardware Error Modeling for Deep Learning Inference

1 code implementation Design Automation Conference (DAC) 2019 Angad S. Rekhi, Brian Zimmer, Nikola Nedovic, Ningxi Liu, Rangharajan Venkatesan, Miaorong Wang, Brucek Khailany, William J. Dally, C. Thomas Gray

We also introduce an energy model to predict the requirements of high-accuracy AMS hardware running large networks and use it to show that for ADC-dominated designs, there is a direct tradeoff between energy efficiency and network accuracy.

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