The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables

ICLR, Volume abs/1611.00712, 2017.

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Abstract:

The reparameterization trick enables optimizing large scale stochastic computation graphs via gradient descent. The essence of the trick is to refactor each stochastic node into a differentiable function of its parameters and a random variable with fixed distribution. After refactoring, the gradients of the loss propagated by the chain ru...More

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