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Convex   Deep Generative Models   GAN   Generalization Bound   Latent Variable Models   Lipschitz   Mutual Information   PAC-Bayes   Paper Review   Reading Notes   Topic Review   Trick   Variational Inference

Convex

  • July 21, 2020: On the Softmax Function

Deep Generative Models

  • June 28, 2020: Density Ratio Trick

  • June 25, 2020: Variational AutoEncoder

  • June 16, 2020: InfoGAN

GAN

  • June 16, 2020: InfoGAN

Generalization Bound

  • July 1, 2020: A PAC-Bayesian Approach to Spectrally-Normalized Margin Bounds for Neural Networks

Latent Variable Models

  • July 2, 2020: Gradient Estimator of Discrete Random Variables

  • June 25, 2020: Variational AutoEncoder

Lipschitz

  • July 21, 2020: On the Softmax Function

Mutual Information

  • June 16, 2020: InfoGAN

PAC-Bayes

  • July 1, 2020: A PAC-Bayesian Approach to Spectrally-Normalized Margin Bounds for Neural Networks

Paper Review

  • July 1, 2020: A PAC-Bayesian Approach to Spectrally-Normalized Margin Bounds for Neural Networks

  • June 16, 2020: InfoGAN

Reading Notes

  • September 4, 2021: Noise Contrastive Estimation

  • February 10, 2021: Score Matching and Denoising Auto-Encoder

Topic Review

  • July 2, 2020: Gradient Estimator of Discrete Random Variables

  • June 25, 2020: Variational AutoEncoder

Trick

  • July 21, 2020: On the Softmax Function

  • June 28, 2020: Density Ratio Trick

Variational Inference

  • June 25, 2020: Variational AutoEncoder

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