21 citations · 38 across the 7 of their papers we have counts for
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cs.LG2018
Power Law in Sparsified Deep Neural Networks
Lu Hou, James T. Kwok
The power law has been observed in the degree distributions of many biological neural networks. Sparse deep neural networks, which learn an economical representation from the data,…
cs.LG2018
Loss-aware Weight Quantization of Deep Networks
Lu Hou, James T. Kwok
The huge size of deep networks hinders their use in small computing devices. In this paper, we consider compressing the network by weight quantization. We extend a recently propose…