31 citations · 64 across the 8 of their papers we have counts for
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cs.LG2020★ 5 cited
Improving Accuracy of Binary Neural Networks using Unbalanced Activation Distribution
Hyungjun Kim, Jihoon Park, Changhun Lee +1
Binarization of neural network models is considered as one of the promising methods to deploy deep neural network models on resource-constrained environments such as mobile devices…
cs.LG2020★ 31 cited
BinaryDuo: Reducing Gradient Mismatch in Binary Activation Network by Coupling Binary Activations
Hyungjun Kim, Kyungsu Kim, Jinseok Kim +1
Binary Neural Networks (BNNs) have been garnering interest thanks to their compute cost reduction and memory savings. However, BNNs suffer from performance degradation mainly due t…