We consider the problem of constructing confidence intervals for median a response Y∈R conditional on features X∈Rd in situation where we are not willing to make any assumption whatsoever underlying distribution data (X,Y). propose method based upon ideas from conformal prediction and establish theoretical guarantee coverage while also going over particular distributions its performance is shar...
