SymmetricSpacesforGraphEmbeddings:AFinsler-RiemannianApproachFedericoLo´pez1BeatricePozzetti2SteveTrettel3MichaelStrube1AnnaWienhard2AbstractFigure1.SymmetricSpaceshavearichstructureoftotallygeode...
LearningandPlanninginComplexActionSpacesThomasHubert1JulianSchrittwieser1IoannisAntonoglou1MohammadaminBarekatain1SimonSchmitt1DavidSilver1Abstractreal-worldproblems.Manyimportantreal-worldproblems...
BayesianOptimizationoverHybridSpacesAryanDeshwal1SyrineBelakaria1JanardhanRaoDoppa1AbstractBelakariaetal.,2019;Zhouetal.,2020;Belakariaetal.,2020e;c;a;f).ThekeyideabehindBOistolearnasurrogateWecons...
GrowingActionSpacesGregoryFarquhar12LauraGustafson3ZemingLin3ShimonWhiteson1NicolasUsunier3GabrielSynnaeve3Abstracttrolovertheenvironment.Inthiswork,weinsteadmakeuseofcurriculathatareinternaltothea...
ScalableLearninginReproducingKernelKre˘ınSpacesDinoOglic1ThomasGärtner2AbstractandSmola,2001).TheNyströmmethod(Nyström,1930;SmolaandSchölkopf,2000;WilliamsandSeeger,2001)isWeprovidethefirstma...
LearningGenerativeModelsacrossIncomparableSpacesCharlotteBunne1DavidAlvarez-Melis2AndreasKrause1StefanieJegelka2Abstractof28×28-pixelvectorsforMNIST),andthegenerateddis-tributionthatminimizestheob...
AdaptiveSensorPlacementforContinuousSpacesJamesA.Grant12AlexisBoukouvalas1Ryan-RhysGriffiths3DavidS.Leslie14SattarVakili1EnriqueMunozdeCote1Abstractsensingapplications.Weconsidertheproblemofadaptiv...
ReinforcementLearningwithFunction-ValuedActionSpacesforPartialDifferentialEquationControlYangchenPan12Amir-massoudFarahmand32MarthaWhite1SalehNabi2PiyushGrover2DanielNikovski2Abstractnamicsystem(Li...
LearninginReproducingKernelKre˘ınSpacesDinoOglic12ThomasGa¨rtner1Abstractormetricity.AcommonpracticeindealingwithsuchdataistomaptheindefinitekernelmatrixtoapositivedefiniteWeformulateanovelregul...
DeepReinforcementLearninginContinuousActionSpaces:aCaseStudyintheGameofSimulatedCurlingKyowoonLee1Sol-AKim1JaesikChoi1Seong-WhanLee2Abstract1992),andothello(Buro,1999).Recently,deepconvolu-tionalne...
TowardsK-means-friendlySpaces:SimultaneousDeepLearningandClusteringBoYang1XiaoFu1NicholasD.Sidiropoulos1MingyiHong2Abstract1.IntroductionMostlearningapproachestreatdimensionalityClusteringisoneofth...
DifferentiallyPrivateClusteringinHigh-DimensionalEuclideanSpacesMaria-FlorinaBalcan1TravisDick1YingyuLiang2WenlongMou3HongyangZhang1Abstractthequalityofmanydifferentareasofprivatedataanalysis.Westu...