EvaluatingtheImplicitMidpointIntegratorforRiemannianManifoldHamiltonianMonteCarloJamesA.Brofos1RoyR.Lederman1AbstractFigure1.Trajectoriescomputedbytheleapfrogintegratorandtheimplicitmidpointintegra...
EvaluatingRobustnessofPredictiveUncertaintyEstimation:AreDirichlet-basedModelsReliable?Anna-KathrinKopetzki1BertrandCharpentier1DanielZügner1SandhyaGiri1StephanGünnemann1AbstractFigure1.Visualiza...
LearningHumanObjectivesbyEvaluatingHypotheticalBehaviorSiddharthReddy1AncaD.Dragan1SergeyLevine1ShaneLegg2JanLeike2AbstractGenerativemodelHypotheticalbehaviorWeseektoalignagentbehaviorwithauser’so...
LearningandEvaluatingContextualEmbeddingofSourceCodeAdityaKanade12PetrosManiatis2GogulBalakrishnan2KensenShi2Abstractstandtheauthor’sintentsothattheycanmaintainandextendthecode.Developersusemeanin...
EvaluatingthePerformanceofReinforcementLearningAlgorithmsScottM.Jordan1YashChandak1DanielCohen1MengxueZhang1PhilipS.Thomas1AbstractusabilityofRLalgorithms,wesuggestthatitshouldhavefourproperties.Fi...
EvaluatingLossyCompressionRatesofDeepGenerativeModelsSicongHuang123AlirezaMakhzani12YanshuaiCao3RogerGrosse12Abstracttance(FID)(Heuseletal.,2017),whichdonothavenearlythesamedegreeoftheoreticalunder...
EvaluatingMachineAccuracyonImageNetVaishaalShankar1RebeccaRoelofs2HoriaMania1AlexFang1BenjaminRecht1LudwigSchmidt1AbstractInthispaper,wecontextualizeprogressonImageNetbycomparingawiderangeofImageNe...
AdversarialRiskandtheDangersofEvaluatingAgainstWeakAttacksJonathanUesato1BrendanO’Donoghue1AaronvandenOord1PushmeetKohli1Abstractadversarialexamplescanbecomputedrelativelyeasilybyusingoptimization...
EvaluatingtheVarianceofLikelihood-RatioGradientEstimatorsSeiyaTokui12IsseiSato32Abstractforevariancereductioniscrucialforpracticallearning.However,fewthingsareknownaboutitstheoreticalas-Thelikeliho...
EvaluatingBayesianModelswithPosteriorDispersionIndicesAlpKucukelbir1YixinWang1DavidM.Blei1Abstractvalidationcapturesanotionofgeneralizationandjustifiesholdingoutdata.Thissimplecombinationhasfueledt...