Adam Goliński

Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently

We show that the standard computational pipeline of probabilistic programming systems (PPSs) can be inefficient for estimating expectations and introduce the concept of expectation programming to address this. In expectation programming, the aim of the backend inference engine is to directly estimat…