Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

arXiv: Learning, 2016.

Cited by: 1407|Bibtex|Views71
Other Links: academic.microsoft.com|arxiv.org

Abstract:

We introduce a method to train Binarized Neural Networks (BNNs) - neural networks with binary weights and activations at run-time. At training-time the binary weights and activations are used for computing the parameters gradients. During the forward pass, BNNs drastically reduce memory size and accesses, and replace most arithmetic opera...More

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