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GibbsNet
Published on Jul 27, 20172761 Views
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Chapter list
GibbsNet: Iterative Adversarial Inference for Learning Deep Graphical Models00:00
Background: Generative Models00:16
Generative Models with Latent Variables00:45
Adversarially Learned Inference01:58
Adversarially Learned Inference - 103:05
Two ideas on how to extend ALI03:39
GibbsNet - with one latent layer04:35
GibbsNet with two latent layers05:52
GibbsNet06:08
What does the Unclamped Chain do? 06:43
Partially Clamped Chains (only at Test Time!)07:22
More partially clamped chains (only test time)08:26
Comparisons with ALI08:26
ALI vs. GibbsNet, Unclamped Chain T-SNEs08:58
ALI vs. GibbsNet Latent Space09:31
Theoretical Properties of GibbsNet10:22
What about partial clamping at train time?10:22
Why is GibbsNet Appealing? 11:01
Future Work 12:09