QuantifyingandReducingBiasinMaximumLikelihoodEstimationofStructuredAnomaliesUthsavChitra1KimberlyDing1JasperC.H.Lee2BenjaminJ.Raphael1Abstract1.IntroductionAnomalyestimation,ortheproblemoffindingAn...
MaximumMeanDiscrepancyTestisAwareofAdversarialAttacksRuizeGao12FengLiu3JingfengZhang4BoHan1TongliangLiu5GangNiu4MasashiSugiyama46AbstractsupinEq.(1),Grettonetal.(2012b)restrictedFtobeaunitballinthe...
GLSearch:MaximumCommonSubgraphDetectionviaLearningtoSearchYunshengBai1DerekXu1YizhouSun1WeiWang1AbstractOCNCDetectingtheMaximumCommonSubgraphCCCCCC(MCS)betweentwoinputgraphsisfundamen-talforapplica...
DecomposableSubmodularFunctionMinimizationviaMaximumFlowKyriakosAxiotis1AdamKarczmarz2AnishMukherjee2PiotrSankowski342AdrianVladu56Abstractimagesegmentation(Aroraetal.,2012;Shanuetal.,2016),cluster...
CompressedMaximumLikelihoodYiHao1AlonOrlitsky1AbstractAnestimatorforfisafunctionfˆ:Z→QsuchthatwhenZ∼p,thelossd(fˆ(Z),f(p))issmall.TheMLplug-inMaximumlikelihood(ML)isoneofthemostfundamentalandge...
AmortizedConditionalNormalizedMaximumLikelihood:ReliableOutofDistributionUncertaintyEstimationAurickZhou1SergeyLevine1Abstractdictionaccuracy,theygenerallydonotprovidethemeanstoaccuratelyquantifyth...
MaximumEntropyGainExplorationforLongHorizonMulti-goalReinforcementLearningSilviuPitis12HarrisChan12StephenZhao1BradlyStadie2JimmyBa12AbstractInthispaper,weimproveuponexistingapproachestointrin-sicg...
LearningWhattoDeferforMaximumIndependentSetsSungsooAhn1YounggyoSeo1JinwooShin1Abstractpracticalsituations.Overthepastdecades,researchershavemadesignificanteffortsforresolvingthisissuebydesign-Desig...
ExplorationThroughRewardBiasing:Reward-BiasedMaximumLikelihoodEstimationforStochasticMulti-ArmedBanditsXiLiu1Ping-ChunHsieh2Yu-HengHung2AnirbanBhattacharya3P.R.Kumar1Abstractandthenappliestheaction...
Datapreprocessingtomitigatebias:AMaximumentropybasedapproachL.ElisaCelis1VijayKeswani1NisheethK.Vishnoi2Abstracttodebiasdatastrivetoensurethateither1)therepresenta-tionofsalientsocialgroupsinthedat...
ProvablyEfficientMaximumEntropyExplorationEladHazan12ShamM.Kakade342KaranSingh12AbbyVanSoest12Abstractsuchaslearningwithintrinsicrewardandcuriositydrivenmethods,surveyedbelow.Ourworkstudiesaclassof...
MaximumLikelihoodEstimationforLearningPopulationsofParametersRamyaKorlakaiVinayak1WeihaoKong2GregoryValiant2ShamKakade1Abstractrameterofinterestperindividual.Insuchsparseobservationscenarios,howacc...
MaximumEntropy-RegularizedMulti-GoalReinforcementLearningRuiZhao12XudongSun1VolkerTresp12AbstractOneofthebiggestchallengesinRListomaketheagentlearnefficientlyinapplicationswithsparserewards.ToInMul...
MallowsRankingModels:MaximumLikelihoodEstimateandRegenerationWenpinTang1AbstractSnbethesetofpermutationsof[n]:={1,...,n}.TheparametricmodelThispaperisconcernedwithvariousMallowsrankingmodels.Westud...
FastandStableMaximumLikelihoodEstimationforIncompleteMultinomialModelsChenyangZhang1GuoshengYin1Abstractplesareincompleteinthecaseofpartialorconditionalclassification.Forsomeobservations,asubsetofc...
SoftActor-Critic:Off-PolicyMaximumEntropyDeepReinforcementLearningwithaStochasticActorTuomasHaarnoja1AurickZhou1PieterAbbeel1SergeyLevine1Abstractnetworksholdsthepromiseofautomatingawiderangeofdeci...
AUnifiedMaximumLikelihoodApproachforEstimatingSymmetricPropertiesofDiscreteDistributionsJayadevAcharya1HirakenduDas2AlonOrlitsky3AnandaTheerthaSuresh4Abstractapplications.Symmetricdistributionprope...
MaximumSelectionandRankingunderNoisyComparisonsMoeinFalahatgar1AlonOrlitsky1VenkatadheerajPichapati1AnandaTheerthaSuresh2AbstractgenceofinterestinMaximumselectionandrankingus-ingnoisycomparisons.Se...