Search Results for author: R.D. (Shawn) Blanton

Found 1 papers, 0 papers with code

Differentiable Training for Hardware Efficient LightNNs

no code implementations NIPS Workshop CDNNRIA 2018 Ruizhou Ding, Zeye Liu, Ting-Wu Chin, Diana Marculescu, R.D. (Shawn) Blanton

To reduce runtime and resource utilization of Deep Neural Networks (DNNs) on customized hardware, LightNN has been proposed by constraining the weights of DNNs to be a sum of a limited number (denoted as $k\in\{1, 2\}$) of powers of 2.

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