Please Note: This is an incomplete project.
A character level Convolutional Neural Network architecture[1], with a custom regularisation function described by the bounded norm of network’s Jacobian in the neighbourhood of training samples[2].
[1] Character-level Convolutional Networks for Text Classification, Zhang et al. (September 2015)
[2] Robust Large Margin Deep Neural Networks, Jure Sokolić et al. (revised May 2017)
-
Jacobian Regularizer: jureso/RobustLargeMarginDNN
-
CharCNN: scharmchi/char-level-cnn-tf