SinkhornLabelAllocation:Semi-SupervisedClassificationviaAnnealedSelf-TrainingKaiShengTai1PeterBailis1GregoryValiant1Abstractsificationtasks.Self-training,alsoknownasself-labeling,isanSSLmethodwhere...
ResourceAllocationinMulti-armedBanditExploration:OvercomingSublinearScalingwithAdaptiveParallelismBrijenThananjeyan1KirthevasanKandasamy1IonStoica1MichaelI.Jordan1KenGoldberg1JosephE.Gonzalez1Abstr...
OnlineSubmodularResourceAllocationwithApplicationstoRebalancingSharedMobilitySystemsPierGiuseppeSessa1IlijaBogunovic1AndreasKrause1MaryamKamgarpour1Abstracttion(i.e.,thequalitymeasureofagivenalloca...
RegularizedOnlineAllocationProblems:FairnessandBeyondSantiagoBalseiro12HaihaoLu32VahabMirrokni2Abstractapublishertypicallysignscontractswithmanyadvertisersagreeingtodeliverafixednumberofimpressions...
LearningQueueingPoliciesforOrganTransplantationAllocationusingInterpretableCounterfactualSurvivalAnalysisJeroenBerrevoets1AhmedM.Alaa2ZhaozhiQian1JamesJordon3AlexanderGimson4MihaelavanderSchaar125A...
LearningforDoseAllocationinAdaptiveClinicalTrialswithSafetyConstraintsCongShen1ZhiyangWang2SofíaS.Villar3MihaelavanderSchaar34Abstractthatevensomesimpleformsofadaptivedesignleadtobetterusageofreso...
DualMirrorDescentforOnlineAllocationProblemsSantiagoBalseiro12HaihaoLu2VahabMirrokni2Abstracttherequest(Talluri&vanRyzin,2004).Insearchadvertis-ing,eachtimeausermakesasearch,thesearchenginehasWecon...
Anend-to-endDifferentiallyPrivateLatentDirichletAllocationUsingaSpectralAlgorithmChristopherDeCarolis1MukulRam1SeyedEsmaeili1Yu-XiangWang2FurongHuang1Abstractrameterestimationthatdescribesthegenera...
TrainingCNNswithSelectiveAllocationofChannelsJongheonJeong1JinwooShin123AbstractChenetal.,2018)andanytime/adaptivenetworks(Figurnovetal.,2017;Bolukbasietal.,2017;Huangetal.,2018a).Recentprogressind...
ProportionalAllocation:Simple,Distributed,andDiverseMatchingwithHighEntropyShipraAgrawal1VahabMirrokni2MortezaZadimoghaddam2Abstractmains,includingcomputervision(Belongieetal.,2002),estimatingtexts...
ABirth-DeathProcessforFeatureAllocationKonstantinaPalla1DavidKnowles2ZoubinGhahramani34Abstract2.RelatedWorkWeproposeaBayesiannonparametricprioroverWetargetproblemswherethedatadependsonacovariate,f...
RobustBudgetAllocationviaContinuousSubmodularFunctionsMatthewStaib1StefanieJegelka1Abstractpersontisweightedwithaprobabilitypstthat,e.g.,anadvertisementonradiostationswillinfluencepersonttoTheoptim...
LatentLSTMAllocationJointClusteringandNon-LinearDynamicModelingofSequentialDataManzilZaheer1AmrAhmed2AlexanderJSmola1AbstractFigure1.LLAhasbetterperplexity(lowerisbetter)thanLDAbutmuchfewerparamete...
DeepLatentDirichletAllocationwithTopic-Layer-AdaptiveStochasticGradientRiemannianMCMCYulaiCong1BoChen1HongweiLiu1MingyuanZhou2Abstractsuchasdeepbeliefnetwork(DBN)(Hintonetal.,2006)anddeepBoltzmannm...