MOHAQ: Multi-Objective Hardware-Aware Quantization of recurrent neural networks

Author:

Rezk Nesma M.ORCID,Nordström Tomas,Stathis Dimitrios,Ul-Abdin Zain,Aksoy Eren Erdal,Hemani Ahmed

Publisher

Elsevier BV

Subject

Hardware and Architecture,Software

Reference60 articles.

1. Recurrent neural networks: An embedded computing perspective;Rezk;IEEE Access,2020

2. NeST: A neural network synthesis tool based on a grow-and-prune paradigm;Dai;IEEE Trans. Comput.,2019

3. M. Courbariaux, Y. Bengio, J.-P. David, Binaryconnect: Training deep neural networks with binary weights during propagations, in: Advances in Neural Information Processing Systems, 2015, pp. 3123–3131.

4. FINN-L: Library extensions and design trade-off analysis for variable precision LSTM networks on FPGAs;Rybalkin,2018

5. Pruning and quantization for deep neural network acceleration: A survey;Liang,2021

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