A review on quantile regression for stochastic computer experiments

•We review six quantile metamodels in a unified framework, highlighting similarities and differences.•The methods are analyzed through an extensive benchmark based on toy and actual problems.•Different metamodels have different areas of expertise.•We provide a roadmap for quantile regression in computer experiments.