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Large neural networks are difficult to deploy on mobile devices because of intensive computation and storage.
Low precision storage for deep learning
Matthieu Courbariaux, Jean-Pierre David, and Yoshua Bengio · 2014
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Speeding up convolutional neural networks with low rank expansions
Max Jaderberg, Andrea Vedaldi, and Andrew Zisserman · 2014
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Binaryconnect: training deep neural networks with binary weights during propagations
Matthieu Courbariaux, Yoshua Bengio, and Jeanpierre David · 2015
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Deep learning with limited numerical precision
Suyog Gupta, Ankur Agrawal, Kailash Gopalakrishnan, and Pritish Narayanan · 2015
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Song Han, Huizi Mao, and William J Dally · 2015
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Distilling the knowledge in a neural network
Geoffrey Hinton, Oriol Vinyals, and Jeff Dean · 2015
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Matthieu Courbariaux, Itay Hubara, Daniel Soudry, Ran El-Yaniv, and Yoshua Bengio · 2016
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Fengfu Li, Bo Zhang, and Bin Liu · 2016
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Xnor-net: Imagenet classification using binary convolutional neural networks
Mohammad Rastegari, Vicente Ordonez, Joseph Redmon, and Ali Farhadi · 2016
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Dorefa-net: Training low bitwidth convolutional neural networks with low bitwidth gradients
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Chenzhuo Zhu, Song Han, Huizi Mao, and William J Dally · 2016
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Barret Zoph and Quoc V Le · 2016
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Deep learning with low precision by half-wave gaussian quantization
Zhaowei Cai, Xiaodong He, Jian Sun, and Nuno Vasconcelos · 2017
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Mobilenets: Efficient convolutional neural networks for mobile vision applications
Andrew Howard, Menglong Zhu, Bo Chen, Dmitry Kalenichenko, Weijun Wang, Tobias Weyand, M Andreetto, and Hartwig Adam · 2017
Bnn+: Improved binary network training
Sajad Darabi, Mouloud Belbahri, Matthieu Courbariaux, and Vahid Partovi Nia · 2018
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Bi-real net: Enhancing the performance of 1-bit cnns with improved representational capability and advanced training algorithm
Zechun Liu, Baoyuan Wu, Wenhan Luo, Xin Yang, Wei Liu, and Kwang-Ting Cheng · 2018
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Tbn: Convolutional neural network with ternary inputs and binary weights
Diwen Wan, Fumin Shen, Li Liu, Fan Zhu, Jie Qin, Ling Shao, and Heng Tao Shen · 2018
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Two-step quantization for low-bit neural networks
Peisong Wang, Qinghao Hu, Yifan Zhang, Chunjie Zhang, Yang Liu, and Jian Cheng · 2018
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Filter pruning via geometric median for deep convolutional neural networks acceleration
Yang He, Ping Liu, Ziwei Wang, Zhilan Hu, and Yi Yang · 2019
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Xiaofan Lin, Cong Zhao, and Wei Pan · 2017
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How to train a compact binary neural network with high accuracy?
Wei Tang, Gang Hua, and Liang Wang · 2017
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Pact: Parameterized clipping activation for quantized neural networks
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Rtn: Reparameterized ternary network
Yuhang Li, Xin Dong, Sai Qian Zhang, Haoli Bai, Yuanpeng Chen, and Wei Wang · 2019
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Circulant binary convolutional networks: Enhancing the performance of 1-bit dcnns with circulant back propagation
ChunLei Liu, Wenrui Ding, Xin Xia, Baochang Zhang, Jiaxin Gu, Jianzhuang Liu, Rongrong Ji, and Doermann David · 2019
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Binary ensemble neural network: More bits per network or more networks per bit?
Shilin Zhu, Xin Dong, and Hao Su · 2019
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Fatnn: Fast and accurate ternary neural networks
Peng Chen, Bohan Zhuang, and Chunhua Shen · 2021
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