ThePowerofLog-Sum-Exp:SequentialDensityRatioMatrixEstimationforSpeed-AccuracyOptimizationTaikiMiyagawa1AkinoriF.Ebihara1AbstractMorietal.,2018).Earlyclassificationoftimeseriesisamulti-objectiveopti...
SigGPDE:ScalingSparseGaussianProcessesonSequentialDataMaudLemercier1CristopherSalvi2ThomasCass3EdwinV.Bonilla4TheodorosDamoulas1TerryLyons2AbstractvationsN,withnaïveapproacheshavingatimecomplexity...
SequentialDomainAdaptationbySynthesizingDistributionallyRobustExpertsBaharTaskesen1Man-ChungYue2Jose´Blanchet3DanielKuhn1VietAnhNguyen34Abstractabsenceofmeaningfuldatatotuneanyparameters.How-ever,...
RepresentationMatters:OfflinePretrainingforSequentialDecisionMakingMengjiaoYang1OfirNachum1AbstractFigure1.Asummaryoftheadvantagesofrepresentationlearningviacontrastiveself-prediction,acrossavariet...
ProbabilisticSequentialShrinking:ABestArmIdentificationAlgorithmforStochasticBanditswithCorruptionsZixinZhong1WangChiCheung23VincentY.F.Tan134Abstractofoptions,sayL=10,todesignanear-optimalvaccine....
OptimalTransportKernelsforSequentialandParallelNeuralArchitectureSearchVuNguyen∗1TamLe∗2MakotoYamada23MichaelA.Osborne4Abstractreaderstothesurvey(Elskenetal.,2019b)foradetailedreviewofNASandtothe...
DeepAdaptiveDesign:AmortizingSequentialBayesianExperimentalDesignAdamFoster1DesiR.Ivanova1IlyasMalik2TomRainforth1Abstractusingalikelihoodp(yθ,ξ)andapriorp(θ),whereξisourcontrollabledesignandθ...
Confidence-BudgetMatchingforSequentialBudgetedLearningYonathanEfroni∗1NadavMerlis∗2AadirupaSaha1ShieMannor23AbstractTosolvesuchproblems,mostworkssharethesameabstractinteractionmodel.Ateachround,a...
ANovelSequentialCoresetMethodforGradientDescentAlgorithmsJiaweiHuang1RuominHuang2WenjieLiu1NikolaosM.Freris1HuDing1AbstractoriginalsetP;thatis,wecanreplacePbyP˜whenrunningAwiderangeofoptimizationp...
VariationalInferenceforSequentialDatawithFutureLikelihoodEstimatesGeon-HyeongKim1YoungsooJang1HongseokYang1Kee-EungKim12Abstractdiscretelatentvariables),learningandanalyzingthemodelsforhigh-dimensi...
SequentialTransferinReinforcementLearningwithaGenerativeModelAndreaTirinzoni1RiccardoPoiani1MarcelloRestelli1AbstractAkeyquestioniswhatandhowknowledgeshouldbetrans-ferred(Taylor&Stone,2009).Asforth...
SequentialCooperativeBayesianInferenceJunqiWang1PeiWang1PatrickShafto1AbstractLargebehavioralandcomputationalliteratureshighlighttheimportancecooperationforlearning.AcrossbehavioralCooperationisoft...
OptimalSequentialMaximizationOneInterviewisEnough!MoeinFalahatgar1AlonOrlitsky2VenkatadheerajPichapati1Abstractreturnsofallstocksonagivenday;andpartialknowl-edge,wherethelearnerobservestheoutcomeso...
ForecastingSequentialDataUsingConsistentKoopmanAutoencodersOmriAzencot1N.BenjaminErichson2VanessaLin2MichaelW.Mahoney2Abstractchallengeandmoreover,modelingshort-termdependenciesmightalsobeaffectedd...
DynamicKnapsackOptimizationTowardsEfficientMulti-ChannelSequentialAdvertisingXiaotianHao1ZhaoqingPeng2YiMa1GuanWang3JunqiJin2JianyeHao1ShanChen2RongquanBai2MingzhouXie2MiaoXu2ZhenzheZheng4ChuanYu2H...
BINOCULARSforEfficient,NonmyopicSequentialExperimentalDesignShaliJiang1HenryChai1JavierGonzález2RomanGarnett1Abstract2010).Commonapproximationschemesincluderollout,MonteCarlotreesearch(Bertsekas,2...
BayesianLearningfromSequentialDatausingGaussianProcesseswithSignatureCovariancesCsabaToth1HaraldOberhauser1AbstracttoavarietyoftasksinvolvingSequentialdata(Sutskeveretal.,2014;Oordetal.,2016).Deepl...
ASequentialSelfTeachingApproachforImprovingGeneralizationinSoundEventRecognitionAnuragKumar1VamsiKrishnaIthapu1Abstractsoundeventstoproduceexemplars.Theseexemplarsthendrivethetrainingmodulesinsuper...
SequentialFacilityLocation:ApproximateSubmodularityandGreedyAlgorithmEhsanElhamifar1AbstractTaskar,2012;Frey&Dueck,2007),dataclustering(Kimetal.,2011;Shah&Ghahramani,2013;Elhamifaretal.,Wedevelopan...
ReplicaConditionalSequentialMonteCarloAlexanderY.Shestopaloff12ArnaudDoucet32AbstractdensitygivenbyWeproposeaMarkovchainMonteCarloT(MCMC)schemetoperformstateinferenceinnon-linearnon-Gaussianstate-s...
