Code for the paper "Adversarially Regularized Autoencoders (ICML 2018)" by Zhao, Kim, Zhang, Rush and LeCun

Related tags

Deep LearningARAE
Overview

ARAE

Code for the paper "Adversarially Regularized Autoencoders (ICML 2018)" by Zhao, Kim, Zhang, Rush and LeCun https://arxiv.org/abs/1706.04223

Disclaimer

Major updates on 06/11/2018:

  • WGAN-GP replaced WGAN
  • added 1BWord dataset experiment
  • added Yelp transfer experiment
  • removed unnecessary tricks
  • added both RNNLM and ngram-LM evaluation for both forward and reverse PPL.

File structure

  • lang: ARAE for language generation, on both 1B word benchmark and SNLI
  • yelp: ARAE for language style transfer
  • mnist (in Torch): ARAE for discretized MNIST

Reference

@ARTICLE{2017arXiv170604223J,
   author = {{Junbo} and {Zhao} and {Kim}, Y. and {Zhang}, K. and {Rush}, A.~M. and 
	{LeCun}, Y.},
    title = "{Adversarially Regularized Autoencoders for Generating Discrete Structures}",
  journal = {ArXiv e-prints},
archivePrefix = "arXiv",
   eprint = {1706.04223},
 primaryClass = "cs.LG",
 keywords = {Computer Science - Learning, Computer Science - Computation and Language, Computer Science - Neural and Evolutionary Computing},
     year = 2017,
    month = jun,
   adsurl = {http://adsabs.harvard.edu/abs/2017arXiv170604223J},
  adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
Owner
Junbo (Jake) Zhao
NYU PhD student / Facebook researcher
Junbo (Jake) Zhao
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