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 , but a tractable guide can still miss important target regions.
New to topics? Read the docs here!