Novel Ideas

Adversarial Neural Networks

• Generative Adversarial Networks

  • 提出了对抗网络的框架

• Adversarial Autoencoders

  • GAN Autoencoder 版
  • Generative Adversarial Autoencoders in Theano
  • github: code

• Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

  • GAN CNN 版

• Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks

• Domain-Adversarial Training of Neural Networks

• Adversarially Learned Inference

  • paper link

  • 类似的工作 Adversarial Feature Learning

    • reddit 讨论： Generative Adversarial Networks for Text

Interesting Work

• FractalNet: Ultra-Deep Neural Networks without Residuals
  • 分形网络，没有residual的极深网络结构
  • mxnet 讨论