On the Critic Function of Implicit Generative Models - Arthur Gretton
Institute for Advanced Study via YouTube
Overview
Syllabus
Introduction
Outline
Divergence measures
The critic function
Variational form
Lower bound
Topological properties
Disadvantages of kl
Generalized energybased models
The generator
Generalised energybased models
Generalised likelihood
Graphical example
Energy function
Sampling
Realistic
Neural net divergence
How close is Q to P
Will I hit P
Smoothness properties
Jumping from mode to mode
I was happy to see it go from mode to mode
Risk of memorization
Generalized energybased model
Generalized likelihood
Multimodality
Smooth functions
The kernel beer
Mark
Taught by
Institute for Advanced Study