RobustRepresentationLearningviaPerceptualSimilarityMetricsSaeidAsgariTaghanaki1KristyChoi2AmirKhasahmadi1AnirudhGoyal3Abstractofdeepneuralnetworks(Deanetal.,2012;LeCunetal.,2015)havebeenpivotaltowa...
OptimizingBlack-boxMetricswithIterativeExampleWeightingGaurushHiranandani†1JatinMathur1HarikrishnaNarasimhan2MahdiMilaniFard2OluwasanmiKoyejo31Abstractwherethegoalistooptimizeanunknownclassificati...
Benchmarks,Algorithms,andMetricsforHierarchicalDisentanglementAndrewSlavinRoss1FinaleDoshi-Velez1Abstractable(Locatelloetal.,2018),anditseemsunlikelythatcon-tinuous,factorized,fixed-dimensionalrepr...
ReliableFidelityandDiversityMetricsforGenerativeModelsMuhammadFerjadNaeem12SeongJoonOh1YoungjungUh1YunjeyChoi1JaejunYoo13AbstractNonetheless,theremustbesomemeasurementofthequalityofgenerativemodels...
OptimizingBlack-boxMetricswithAdaptiveSurrogatesQijiaJiang1OlaoluwaAdigun2HarikrishnaNarasimhan3MahdiMilaniFard3MayaGupta3Abstractinformationbeusedtoinfluencethetrainingloss?Similarexamplesalsoaris...
LearningSimilarityMetricsforNumericalSimulationsGeorgKohl1KiwonUm1NilsThuerey1AbstractCNN-basedevaluationsinthecontextofnumericalsimula-tions.ThesesimulationsarethebasisforawiderangeofWeproposeaneu...
TrainingWell-GeneralizingClassifiersforFairnessMetricsandOtherData-DependentConstraintsAndrewCotter1MayaGupta1HeinrichJiang1NathanSrebro2KarthikSridharan3SerenaWang1BlakeWoodworth2SeungilYou4Abstra...
BinaryClassificationwithKarmic,Threshold-Quasi-ConcaveMetricsBoweiYan1OluwasanmiKoyejo2KaiZhong1PradeepRavikumar3Abstractancedclasses,andwheredifferenttypesoferrorsmadebytheclassifierhavedifferentc...