Guide program

A guide program is a probabilistic program whose generated probability distribution approximates a model's posterior distribution. Its adjustable parameters are fitted by variational inference. The guide must assign probability only where the target allows it when minimizing $D_{\mathrm{KL}}(q\Vert p)$, but a tractable guide can still miss important target regions.