63 citations · 113 across the 6 of their papers we have counts for
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cs.LG2019★ 5 cited
Structural Pruning in Deep Neural Networks: A Small-World Approach
Gokul Krishnan, Xiaocong Du, Yu Cao
Deep Neural Networks (DNNs) are usually over-parameterized, causing excessive memory and interconnection cost on the hardware platform. Existing pruning approaches remove secondary…
cs.NE2019★ 1 cited
Towards Efficient Neural Networks On-a-chip: Joint Hardware-Algorithm Approaches
Xiaocong Du, Gokul Krishnan, Abinash Mohanty +3
Machine learning algorithms have made significant advances in many applications. However, their hardware implementation on the state-of-the-art platforms still faces several challe…