gjm comments on Mean of quantiles - Less Wrong
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The general term you want to look up here is "L-estimators".
[EDITED to add:] ... Well, kinda. L-estimators are traditionally things you apply to a sample from the distribution, but you're proposing to compute analogous quantities for the distribution itself. But I think this is (except for really pathological cases?) equivalent to taking a really big sample -- e.g., >> n in your example -- and computing the corresponding L-estimator for that sample.