Inference on large-scale models is of great interest in modern science. Examples include deterministic simulators of fluid dynamics to recover the source of a pollutant, and stochastic agent-based simulators to infer features of consumer behaviour. When computational constraints prohibit model evaluation at all but a small ensemble of parameter settings, exact inference is infeasible. In such c...