Implicit MLE- Backpropagating Through Discrete Exponential Family Distributions

Implicit MLE- Backpropagating Through Discrete Exponential Family Distributions

Yannic Kilcher via YouTube Direct link

- Substituting the gradient

7 of 11

7 of 11

- Substituting the gradient

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Implicit MLE- Backpropagating Through Discrete Exponential Family Distributions

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  1. 1 - Intro & Overview
  2. 2 - Sponsor: Weights & Biases
  3. 3 - Problem Setup & Contributions
  4. 4 - Recap: Straight-Through Estimator
  5. 5 - Encoding the discrete problem as an inner product
  6. 6 - From algorithm to distribution
  7. 7 - Substituting the gradient
  8. 8 - Defining a target distribution
  9. 9 - Approximating marginals via perturb-and-MAP
  10. 10 - Entire algorithm recap
  11. 11 - Github Page & Example

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