Stochastic Differential Equation of the Quantization based Optimization

Author:

Seok Jinwuk1,Cho Changsik1

Affiliation:

1. Electronics and Telecommunications Research Institute,Next-Generation System SW Research Section, Future Computing Research Division, Artificial Intelligence Research Laboratory,Daejeon,Korea

Publisher

IEEE

Reference9 articles.

1. Taming the Wild: A Unified Analysis of Hogwild-Style Algorithms;de sa christopher;Advances in Neural Information Processing Systems 28 (NIPS),2015

2. DSD: Dense-Sparse-Dense Training for Deep Neural Networks;han;5th International Conference on Learning Representations(lCLR) 2017,2017

3. QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding;dan;Advances in Neural Information Processing Systems (NIPS),2017

4. I-Bit Stochastic Gradient Descent and Application to Data-Parallel Distributed Training of Speech DNNs;frank;2014 IEEE INTERSPEECH,2014

5. On the statisties of fixed-point roundoff error;barnes;IEEE Trans Acoustics Speech and Signal Processing,0

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