On the Critic Function of Implicit Generative Models - Arthur Gretton

On the Critic Function of Implicit Generative Models - Arthur Gretton

Institute for Advanced Study via YouTube Direct link

Generalised likelihood

12 of 29

12 of 29

Generalised likelihood

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On the Critic Function of Implicit Generative Models - Arthur Gretton

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

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