TheEarthMover’sPinballLoss:QuantilesforHistogram-ValuedRegressionFlorianList1AbstractFigure1.ComicofourmethodforDeepLearning-basedhistogramregression:aneuralnetwork(NN)fθwithweightsθistrainedAlt...
DifferentiallyPrivateQuantilesJenniferGillenwaterMatthewJosephAlexKuleszaAbstracttothisproblem.Informally,thedistributionoveradifferen-tiallyprivatealgorithm’soutputsmustberelativelyinsen-Quantile...