ReinforcementLearninginConfigurableContinuousEnvironmentsAlbertoMariaMetelli1EmanueleGhelfi1MarcelloRestelli1AbstractasaConfigurableMarkovDecisionProcess(Conf-MDP,Metellietal.,2018).Asintraditional...
OptimalContinuousDR-SubmodularMaximizationandApplicationstoProvableMeanFieldInferenceYataoA.Bian†1JoachimM.Buhmann1AndreasKrause1Abstractgested.Ingeneral,inferenceinpointprocessesis#P-hard.Onereso...
LearningDiscreteandContinuousFactorsofDataviaAlternatingDisentanglementYeonwooJeong1HyunOhSong1Abstractcorrespondtoachangeinasinglegenerativefactorofthedatawhilebeingrelativelyinvarianttoothers.Wea...
Fairness-AwareLearningforContinuousAttributesandTreatmentsJe´re´mieMary1Cle´mentCalauze`nes1NoureddineElKaroui12Abstractthirdmodifydatarepresentationanduseclassicalalgorithms(Zemeletal.,2013;Don...
DeepMDP:LearningContinuousLatentSpaceModelsforRepresentationLearningCarlesGelada1SaurabhKumar1JacobBuckman2OfirNachum1MarcG.Bellemare1Abstractlearningprocessbyreducingtheredundantandirrelevantinfor...
CAB:ContinuousAdaptiveBlendingforPolicyEvaluationandLearningYiSu1LequnWang1MicheleSantacatterina2ThorstenJoachims1Abstracthighlydesirabletousethishistoricdataforofflineevalu-ationandlearning.Whatma...
AdaptiveSensorPlacementforContinuousSpacesJamesA.Grant12AlexisBoukouvalas1Ryan-RhysGriffiths3DavidS.Leslie14SattarVakili1EnriqueMunozdeCote1Abstractsensingapplications.Weconsidertheproblemofadaptiv...
SteinVariationalMessagePassingforContinuousGraphicalModelsDilinWang1ZheZeng2QiangLiu1Abstractpropagateuncertainty,wellsuitedfordecentralizedinfer-encetaskssuchassensornetworklocalization(e.g.,Ihler...
LearningContinuousHierarchiesintheLorentzModelofHyperbolicGeometryMaximilianNickel1DouweKiela1Abstractsystemsofconcepts.However,explicitinformationaboutsuchhierarchicalrelationshipsisunavailablefor...
ImprovingOptimizationforModelsWithContinuousSymmetryBreakingRobertBamler1StephanMandt1AbstractWeakContinuoussymmetrybreakingleadstoanill-conditionedoptimizationproblem.WhenalossfunctionisManylossfu...
DeepReinforcementLearninginContinuousActionSpaces:aCaseStudyintheGameofSimulatedCurlingKyowoonLee1Sol-AKim1JaesikChoi1Seong-WhanLee2Abstract1992),andothello(Buro,1999).Recently,deepconvolu-tionalne...
DecentralizedSubmodularMaximization:BridgingDiscreteandContinuousSettingsAryanMokhtari1HamedHassani2AminKarbasi3Abstracttimizationmethodsarenotonlydesirablebutveryoftennecessary(Boydetal.,2011).Int...
ContinuousandDiscrete-timeAcceleratedStochasticMirrorDescentforStronglyConvexFunctionsPanXu1TianhaoWang2QuanquanGu1Abstractloss,squarelossandstronglyconvexregularizerssuchas`2normandKullback-Leible...
ADMMandAcceleratedADMMasContinuousDynamicalSystemsGuilhermeFranc¸a1DanielP.Robinson1Rene´Vidal1Abstract1.1.RelatedworkRecently,therehasbeenanincreasinginterestinPerhapsthesimplestconnectionbetwee...
SequencetoBetterSequence:ContinuousRevisionofCombinatorialStructuresJonasMueller1DavidGifford1TommiJaakkola1Abstractthosewhichappearrealistic).Forexample:arandomse-quenceofwordswillalmostneverforma...
RobustBudgetAllocationviaContinuousSubmodularFunctionsMatthewStaib1StefanieJegelka1Abstractpersontisweightedwithaprobabilitypstthat,e.g.,anadvertisementonradiostationswillinfluencepersonttoTheoptim...
Multi-fidelityBayesianOptimisationwithContinuousApproximationsKirthevasanKandasamy1GautamDasarathy2JeffSchneider1Barnaba´sPo´czos1AbstractTypically,insuchapplications,eachfunctionevaluationisexpe...
LearningContinuousSemanticRepresentationsofSymbolicExpressionsMiltiadisAllamanis1PankajanChanthirasegaran2PushmeetKohli3CharlesSutton24Abstractmanticrelationships.However,apartfromsomenotableexcept...
ImprovingStochasticPolicyGradientsinContinuousControlwithDeepReinforcementLearningusingtheBetaDistributionPo-WeiChou1DanielMaturana1SebastianScherer1AbstractFigure1.AnexampleofContinuouscontrolwith...