What assumptions must be fulfilled in quantile regression?
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The advantage of QR techniques is that they do not require, for instance, homoskedasticity of the error terms, strong assumption on the distribution of the covariates. If you are interested in applications to Ecology there is a nice and concise introduction by Cade.
Or if you come from economics, the gentle treatment given by Agrist and Prischke may fit you better.