Sparsely-Connected Neural Networks: Towards Efficient VLSI Implementation of Deep Neural Networks

@article{Ardakani2016SparselyConnectedNN,
  title={Sparsely-Connected Neural Networks: Towards Efficient VLSI Implementation of Deep Neural Networks},
  author={Arash Ardakani and Carlo Condo and Warren J. Gross},
  journal={CoRR},
  year={2016},
  volume={abs/1611.01427}
}
Recently deep neural networks have received considerable attention due to their ability to extract and represent high-level abstractions in data sets. Deep neural networks such as fully-connected and convolutional neural networks have shown excellent performance on a wide range of recognition and classification tasks. However, their hardware implementations currently suffer from large silicon area and high power consumption due to the their high degree of complexity. The power/energy… CONTINUE READING
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