DetectingRewardsDeteriorationinEpisodicReinforcementLearningIdoGreenberg1ShieMannor12AbstractRLtasksisthesafetyandreliabilityofthesystem(Dulac-Arnoldetal.,2019;Chanetal.,2020),arisinginbothof-Inman...
AGeneralFrameworkForDetectingAnomalousInputstoDNNClassifiersJayaramRaghuram1VarunChandrasekaran1SomeshJha12SumanBanerjee1Abstractsidethetrainingdistribution(Nguyenetal.,2015;Szegedyetal.,2014;Hendr...
PrivatelyDetectingchangesinunknowndistributionsRachelCummings1SaraKrehbiel2YuliiaLut1WanrongZhang1AbstractdistributionP1atanunknownchange-pointtimek∗.Thetaskistoquicklyandaccuratelyidentifythechan...
DetectingOut-of-DistributionExampleswithGramMatricesChandramouliS.Sastry1SageevOore1Abstracttion.Suchexamplesareoftenreferredtoasbeingout-of-distribution(OOD),andwhiletheirexistencehasbeenwell-When...
Distributed,EgocentricRepresentationsofGraphsforDetectingCriticalStructuresRuo-ChunTzeng1Shan-HungWu2AlkaneAlcohol......AbstractAlkaneAlcohol2methylnonane5methylnoane......(asymmetric)(symmetri...
DetectingOverlappingandCorrelatedCommunitieswithoutPureNodes:IdentifiabilityandAlgorithmKejunHuang1XiaoFu2Abstract(Ngetal.,2002)havebeensuccessfullyappliedinpractice.However,mostclusteringbasedlear...
Detectingnon-causalartifactsinmultivariatelinearregressionmodelsDominikJanzing1BernhardScho¨lkopf2AbstractZZZWeconsiderlinearmodelswheredpotentialXYXYXYcausesX1,...,Xdarecorrelatedwithonetargetqua...
DetectingandCorrectingforLabelShiftwithBlackBoxPredictorsZacharyC.Lipton12Yu-XiangWang23AlexanderJ.Smola2Abstractiidassumption.Absentfamiliarguarantees,wewonder:Isfstillaccurate?What’stherealcurre...