PolicyAnalysisusingSyntheticControlsinContinuous-TimeAlexisBellot12MihaelavanderSchaar123Abstractoraverageinaneighbourhoodofcontrols)oftenprovidesamoreinformativecomparisonfortreatmenteffectestimat...
Continuous-TimeModel-BasedReinforcementLearningÇag˘atayYıldız1MarkusHeinonen1HarriLähdesmäki1AbstractFigure1:AcomparisonoftruesolutionoftheCartPolesystemagainstdiscreteandContinuous-Timetraje...
ActiveLearningofContinuous-TimeBayesianNetworksthroughInterventionsDominikLinzner12HeinzKoeppl13Abstracttolearnthesedependencies.Thisisaproblemwhendataisacquiredunderlimitedresources,whichisthecase...
Finite-TimeConvergenceinContinuous-TimeOptimizationOrlandoRomero1MouhacineBenosman2AbstractsmoothBanachspaceX(typicallyaEuclideanorotherwisefinite-dimensionalrealvectorspaceinnonlinearprogram-Inthi...
Continuous-TimeLowerBoundsforGradient-basedAlgorithmsMichaelMuehlebach1MichaelI.Jordan1Abstractindependentlowerboundsthenresultfromanunboundedincreaseintheproblemdimension.Thisestablishes,forThisar...
LearninginterpretableContinuous-TimemodelsoflatentstochasticdynamicalsystemsLeaDuncker1Gergo˝Bohner1JulienBoussard2ManeeshSahani1Abstractaccuratelymodelledusingadiscretetimegrid.Wedevelopanapproac...
ImputingMissingEventsinContinuous-TimeEventStreamsHongyuanMei1GuanghuiQin2JasonEisner1Abstract•Medicalrecords.Somepatientsrecorddetailedsymp-toms,self-administeredmedications,diet,andsleep.Eventsi...
ARecurrentNeuralCascade-basedModelforContinuous-TimeDiffusionSylvainLamprier1Abstractprocesstoextractthemaindynamicsofthenetworkfromobserveddiffusionepisodes.Manyworkshavebeenproposedintheliteratur...
Continuous-TimeFlowsforEfficientInferenceandDensityEstimationChangyouChen1ChunyuanLi2LiqunChen2WenlinWang2YunchenPu2LawrenceCarin2Abstractlearnastochasticproceduretodirectlygeneratesamplesfromtheun...