TestingDNN-basedAutonomousDrivingSystemsunderCriticalEnvironmentalConditionsZhongLi12MinxuePan13TianZhang12XuandongLi12AbstractFigure1.TestingdrivingscenesgeneratedbyDeepXplore(Peietal.,2017),DeepT...
RobustTestingandEstimationunderManipulationAttacksJayadevAcharya1ZitengSun1HuanyuZhang1Abstractchallengesaboveexistsimultaneously.Motivatedbytheirwork,wefurtherstudymanipulationattacksforinferenceW...
ReinforcementLearningunderMoralUncertaintyAdrienEcoffet12JoelLehman12AbstractWhilesuchaccomplishmentsaresignificant,progresshasbeenlessstraight-forwardinapplyingRLtounstructuredAnambitiousgoalforma...
QuantifyingIgnoranceinIndividual-LevelCausal-EffectEstimatesunderHiddenConfoundingAndrewJesson1So¨renMindermann1YarinGal1UriShalit2Abstractfordiscoveringpopulation-levelcausaleffectsofsuchtreat-me...
OnRobustMeanEstimationunderCoordinate-levelCorruptionZifanLiu1JonghoPark1TheodorosRekatsinas1ChristosTzamos1Abstractfilteringordown-weightingcorrupteddatavectorstoreducetheirinfluence(Diakonikolase...
Near-OptimalLinearRegressionunderDistributionShiftQiLei1WeiHu1JasonD.Lee1Abstractprovidehelpfulmarginaldistributioninformationaboutthetargetdomain.AlthoughthisapproachisintegraltomanyTransferlearni...
MANDOLINE:ModelEvaluationunderDistributionShiftMayeeChen1KaranGoel1NimitSohoni2FaitPoms1KayvonFatahalian1ChristopherRe´1Abstracttionerstodetermineiftheirmodelswillperformwellwhendeployed.Unfortuna...
LearningDeepNeuralNetworksunderAgnosticCorruptedSupervisionBoyangLiu1MengyingSun1DingWang1Pang-NingTan1JiayuZhou1Abstractduringtraining.Bydetectingandfiltering(orre-weighting)thepossiblecorruptedsa...
FederatedLearningunderArbitraryCommunicationPatternsDmitriiAvdyukhin1ShivaPrasadKasiviswanathan2AbstractThecanonicalfederatedlearningprobleminvolveslearningasingle,globalstatisticalmodelfromdatasto...
ExaminingandCombatingSpuriousFeaturesunderDistributionShiftChuntingZhou1XuezheMa2PaulMichel1GrahamNeubig1Abstract(a)ERM(b)GroupDRO[clean](average=93.3%robust=83.4%)(average=96.5%robust=95.8%)Acentr...
DynamicPlanningandLearningunderRecoveringRewardsDavidSimchi-Levi1ZeyuZheng2FengZhu1Abstractimmediatelydropsafteritispulled,andthengraduallyre-coversifthearmisnotpulledinthesubsequenttimeperiods.Mot...
Decision-MakingunderSelectiveLabels:OptimalFinite-DomainPoliciesandBeyondDennisWei1Abstracttoobserveitifbailisdenied.Inhiring,acandidate’sjobperformanceisobservedonlyiftheyarehired.Selectivelabels...
CURI:ABenchmarkforProductiveConceptLearningunderUncertaintyRamakrishnaVedantam1ArthurSzlam1MaximilianNickel1AriMorcos1BrendenLake12Abstracttotakefromone’sapartmentinafire”(children,dogs,keep-sake...
DriftSurf:Stable-State/Reactive-StateLearningunderConceptDriftAshrafTahmasbi1EllangoJothimurugesan2SrikantaTirthapura13PhillipB.Gibbons2Abstractthecurrentdistribution(forstatisticalaccuracy).Thelat...
AutoencodingunderNormalizationConstraintsSangwoongYoon1Yung-KyunNoh23FrankC.Park14AbstractFigure1.Examplesofreconstructedoutliers.Thelasttworowsshowthereconstructionsfromaconventionalautoencoder(AE...
AdversarialMulticlassLearningunderWeakSupervisionwithPerformanceGuaranteesAlessioMazzetto1CyrusCousins1DylanSam1StephenH.Bach1EliUpfal1Abstractconflictwithoneanother.Weassumeaccesstoonlyasmallamoun...
UnlabelledDataImprovesBayesianUncertaintyCalibrationunderCovariateShiftAlexJ.Chan1AhmedM.Alaa2ZhaozhiQian1MihaelavanderSchaar123Abstracttityoflabelledi.i.ddataareavailable(Krizhevskyetal.,2012).How...
Test-TimeTrainingwithSelf-SupervisionforGeneralizationunderDistributionShiftsYuSun1XiaolongWang12ZhuangLiu1JohnMiller1AlexeiA.Efros1MoritzHardt1AbstractOurproposedtest-timetrainingmethodcreatesasel...
StreamingSubmodularMaximizationunderak-SetSystemConstraintRanHaba1EhsanKazemi23MoranFeldman4AminKarbasi2Abstractsoleimanetal.,2016b),dictionarylearning(Das&Kempe,2011),crowdteaching(Singlaetal.,201...
Streamingk-SubmodularMaximizationunderNoisesubjecttoSizeConstraintLanN.Nguyen1MyT.Thai1AbstractAnotherreadilyapplicationisSensorPlacementwithktypesofmeasures(Ohsaka&Yoshida,2015;Qianetal.,Maximizin...