Convex
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July 21, 2020: On the Softmax Function
Deep Generative Models
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June 28, 2020: Density Ratio Trick
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June 25, 2020: Variational AutoEncoder
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June 16, 2020: InfoGAN
GAN
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June 16, 2020: InfoGAN
Generalization Bound
Latent Variable Models
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July 2, 2020: Gradient Estimator of Discrete Random Variables
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June 25, 2020: Variational AutoEncoder
Lipschitz
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July 21, 2020: On the Softmax Function
Mutual Information
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June 16, 2020: InfoGAN
PAC-Bayes
Paper Review
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July 1, 2020: A PAC-Bayesian Approach to Spectrally-Normalized Margin Bounds for Neural Networks
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June 16, 2020: InfoGAN
Reading Notes
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September 4, 2021: Noise Contrastive Estimation
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February 10, 2021: Score Matching and Denoising Auto-Encoder
Topic Review
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July 2, 2020: Gradient Estimator of Discrete Random Variables
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June 25, 2020: Variational AutoEncoder
Trick
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July 21, 2020: On the Softmax Function
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June 28, 2020: Density Ratio Trick
Variational Inference
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June 25, 2020: Variational AutoEncoder