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