Jacobian Regularisation for Convolutional Neural Networks

A Text Classification Example with Character Level ConvNets

Please Note: This is an incomplete project.

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About Model

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].

References

[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)

Sources

• Jacobian Regularizer: jureso/RobustLargeMarginDNN

• CharCNN: scharmchi/char-level-cnn-tf