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Showing 2017 · cs.LGShow all
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cs.LG2017★ 26 cited
Mechanisms of dimensionality reduction and decorrelation in deep neural networks
Haiping Huang
Deep neural networks are widely used in various domains. However, the nature of computations at each layer of the deep networks is far from being well understood. Increasing the in…
cs.LG2017★ 6 cited
Random active path model of deep neural networks with diluted binary synapses
Haiping Huang, Alireza Goudarzi
Deep learning has become a powerful and popular tool for a variety of machine learning tasks. However, it is challenging to understand the mechanism of deep learning from a theoret…