UnbiasedGradientEstimationinUnrolledComputationGraphswithPersistentEvolutionStrategiesPaulVicol12LukeMetz2JaschaSohl-Dickstein2AbstractZipser,1989;Tallec&Ollivier,2017a;Mujikaetal.,2018;Benzingetal...
StatisticalEstimationfromDependentDataYuvalDagan1ConstantinosDaskalakis1NishanthDikkala2SurbhiGoel3VardisKandiros1Abstractonxi,i.e.thatWeconsiderageneralstatisticalEstimationprob-nlemwhereinbinaryl...
ScalableMarginalLikelihoodEstimationforModelSelectioninDeepLearningAlexanderImmer12MatthiasBauer†34VincentFortuin1GunnarRätsch12MohammadEmtiyazKhan5Abstract3layers,5221params1layer,151paramsMargL...
RobustTestingandEstimationunderManipulationAttacksJayadevAcharya1ZitengSun1HuanyuZhang1Abstractchallengesaboveexistsimultaneously.Motivatedbytheirwork,wefurtherstudymanipulationattacksforinferenceW...
RobustDensityEstimationfromBatches:TheBestThingsinLifeare(Nearly)FreeAyushJain1AlonOrlitsky1Abstractexampleshowsthatregardlessofthenumberofsamplesavailable,suchcorruptionseverelycurtailsthelearning...
ProximalCausalLearningwithKernels:Two-StageEstimationandMomentRestrictionAfsanehMastouri1YuchenZhu1LimorGultchin23AnnaKorba4RicardoSilva1MattJ.Kusner1ArthurGretton†1KrikamolMuandet†5AbstractGoalA...
OptimalEstimationofHighDimensionalSmoothAdditiveFunctionBasedonNoisyObservationsFanZhou,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{fanzhou,liping11}@baidu.comAbstractana...
OnRobustMeanEstimationunderCoordinate-levelCorruptionZifanLiu1JonghoPark1TheodorosRekatsinas1ChristosTzamos1Abstractfilteringordown-weightingcorrupteddatavectorstoreducetheirinfluence(Diakonikolase...
OnEstimationinLatentVariableModelsGuanhuaFang,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{guanhuafang,liping11}@baidu.comAbstractvariablescanbeaggregatedinamodeltoreprese...
GenerativeParticleVariationalInferenceviaEstimationofFunctionalGradientsNealeRatzlaff1QinxunBai2LiFuxin1WeiXu2Abstractnetworktraininginordertoprovideaprincipledwaytoas-sessmodeluncertainty.Thegoali...
FasterKernelMatrixAlgebraviaDensityEstimationArtursBackurs1PiotrIndyk2CameronMusco3TalWagner4Abstractetal.(2008)foranoverview.Westudyfastalgorithmsforcomputingfunda-Kernelmethodstypicallyoperateusi...
EstimationandQuantizationofExpectedPersistenceDiagramsVincentDivol1ThéoLacombe1Abstractmulti-scalefashion.Relyingonpersistenthomologytheory(Edelsbrunneretal.,2000;Zomorodian&Carlsson,2005;Persiste...
EvaluatingRobustnessofPredictiveUncertaintyEstimation:AreDirichlet-basedModelsReliable?Anna-KathrinKopetzki1BertrandCharpentier1DanielZügner1SandhyaGiri1StephanGünnemann1AbstractFigure1.Visualiza...
Discrete-ValuedLatentPreferenceMatrixEstimationwithGraphSideInformationChanghunJo1KangwookLee2Abstracthavestartedtouseasocialgraphtoresolvethecoldstartproblem.Forinstance,Jamali&Ester(2010)providea...
Deeply-DebiasedOff-PolicyIntervalEstimationChengchunShi1RunzheWan2VictorChernozhukov3RuiSong2Abstractvalue,itiscrucialtoconstructaconfidenceinterval(CI)thatquantifiestheuncertaintyofthevalueestimat...
DecomposedMutualInformationEstimationforContrastiveRepresentationLearningAlessandroSordoni1NouhaDziri2HannesSchulz1GeoffGordon1PhilBachman1RemiTachet1Abstractsupervisedrepresentationlearningapproac...
BudgetedHeterogeneousTreatmentEffectEstimationTianQin1Tian-ZuoWang1Zhi-HuaZhou1Abstractmentassignmentisrandomized,sotheestimatescanbereadilyobtained.However,RCTsareoftencostlytorun,Heterogeneoustre...
BORE:BayesianOptimizationbyDensity-RatioEstimationLouisC.Tiao12AaronKlein3MatthiasSeeger3EdwinV.Bonilla21Ce´dricArchambeau3FabioRamos14Abstractdensity1(x)Bayesianoptimization(BO)isamongthemostg(x)...
Black-boxdensityfunctionEstimationusingrecursivepartitioningErikBodin1ZhenwenDai2NeillD.F.Campbell3CarlHenrikEk4Abstractispreventingtractablecomputationsisthatthedensityfunc-tiondoesnothaveanamenab...
ActiveLearningforDistributionallyRobustLevel-SetEstimationYuInatsu1ShogoIwazaki1IchiroTakeuchi12Abstractvironmentalvariables.Thedesignvariablesarecompletelycontrollable,whereasenvironmentalvariable...