Differentiating Metropolis-Hastings to Optimize Intractable Densities

Gaurav Arya, Ruben Seyer, Frank Schäfer +7

We develop an algorithm for automatic differentiation of Metropolis-Hastings samplers, allowing us to differentiate through probabilistic inference, even if the model has discrete…