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作者 blueardour 2023-06-19 12:38:11
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Autoencoder / VAE

GAN

  1. encoder decoder
  2. latent vector/feature
  3. input/ output feature
  4. denoise autoencoder
  5. sparse autoencoder
  6. contractive autoencoder
  7. vae(变分自动编码器)

x should be identity of x~

f(g(x)) ~~ x

  1. add stachostic noise to improve robustness / overcome overfitting (when parameter is larger than data point)
  2. sensitive is measure by F-norm of Jacobian matrix of encoder activations inspect to input
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