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Mastering Binary Neural Networks (BNNs): Specialized Forward and Backward Functions for Efficient…

  • Binary Neural Networks (BNNs) use specialized forward functions to handle binary activations.
  • BNNs employ three common forward methods: straightforward mapping, stochasticity, and approximation.
  • BNNs use gradient approximations for efficient backpropagation through non-differentiable binary functions.
  • BNNs optimize memory and computation by binarizing weights in linear layers and utilizing Binary LSTMs for sequence modeling.

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