A Deep Look into Logarithmic Quantization of Model Parameters in Neural Networks

Author:

Cai Jingyong1,Takemoto Masashi2,Nakajo Hironori3

Affiliation:

1. Graduate School of Engineering, Tokyo University of Agriculture and Technology, Tokyo, Japan

2. BeatCraft Inc, Tokyo, Japan

3. Institute of Engineering, Tokyo University of Agriculture and Technology, Tokyo, Japan

Publisher

ACM Press

Reference29 articles.

1. Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Greg S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Jozefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mané, Rajat Monga, Sherry Moore, Derek Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. http://tensorflow.org/ Software available from tensorflow.org.

2. Jingyong Cai, Masashi Takemoto, and Hironori Nakajo. 2018. Implementation of DNN on a RISC-V Open Source Microprocessor for IoT Devices. In 2018 IEEE 7th Global Conference on Consumer Electronics (GCCE) (IEEE GCCE 2018). Nara, Japan.

3. Gal Chechik, Isaac Meilijson, and Eytan Ruppin. 1998. Synaptic Pruning in Development: A Computational Account. Neural Computation 10, 7 (1998), 1759--1777. https://doi.org/10.1162/089976698300017124 arXiv:https://doi.org/10.1162/089976698300017124

4. Jia Deng, Wei Dong, Richard Socher, Li jia Li, Kai Li, and Li Fei-fei. 2009. Imagenet: A large-scale hierarchical image database. In In CVPR.

5. Li Deng. 2012. The MNIST Database of Handwritten Digit Images for Machine Learning Research [Best of the Web]. 29 (11 2012), 141--142.

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