Exact, Fast and Expressive Poisson Point Processes via Squared Neural Families

Russell Tsuchida, Cheng Soon Ong, Dino Sejdinovic

We introduce squared neural Poisson point processes (SNEPPPs) by parameterising the intensity function by the squared norm of a two layer neural network. When the hidden layer is f…