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Classroom Contents
On the Critic Function of Implicit Generative Models - Arthur Gretton
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- 1 Introduction
- 2 Outline
- 3 Divergence measures
- 4 The critic function
- 5 Variational form
- 6 Lower bound
- 7 Topological properties
- 8 Disadvantages of kl
- 9 Generalized energybased models
- 10 The generator
- 11 Generalised energybased models
- 12 Generalised likelihood
- 13 Graphical example
- 14 Energy function
- 15 Sampling
- 16 Realistic
- 17 Neural net divergence
- 18 How close is Q to P
- 19 Will I hit P
- 20 Smoothness properties
- 21 Jumping from mode to mode
- 22 I was happy to see it go from mode to mode
- 23 Risk of memorization
- 24 Generalized energybased model
- 25 Generalized likelihood
- 26 Multimodality
- 27 Smooth functions
- 28 The kernel beer
- 29 Mark
