GeometricConvergenceofEllipticalSliceSamplingViacheslavNatarovskii1DanielRudolf1Bjo¨rnSprungk2AbstractonRdtakestheformForBayesianlearning,givenlikelihoodfunction(x)andGaussianprior,theellipticalsl...
GeomCA:GeometricEvaluationofDataRepresentationsPetraPoklukar1AnastasiaVarava1DanicaKragic1Abstractlearningandrobotics,usefulnessofrepresentationsisevalu-atedontheperformanceofthepolicy(Ghadirzadehe...
StructuredLinearContextualBandits:ASharpandGeometricSmoothedAnalysisVidyashankarSivakumar12ZhiweiStevenWu2ArindamBanerjee2Abstractselectsacontextxtitfromkavailablecontextsxt,...,xt1kBanditlearninga...
StochasticFlowsandGeometricOptimizationontheOrthogonalGroupKrzysztofChoromanski12DavidCheikhi3JaredDavis1ValeriiLikhosherstov4AchilleNazaret3AchrafBahamou2XingyouSong1MrugankAkarte2JackParker-Holde...
PackIt:AVirtualEnvironmentforGeometricPlanningAkitGoyal1JiaDeng1AbstractlikerobotstopossesstheabilityofGeometricplanningsothattheycanoperateinunconstrainedhumanenvironmentsTheabilitytojointlyunders...
IncidenceNetworksforGeometricDeepLearningMarjanAlbooyeh1DanieleBertoliniSiamakRavanbakhsh23Abstracttwo(edges).Moreovereachedge(column)isincidenttoexactlytwonodes(rows).Thesparsitypatternoftheinci-S...
ImplicitGeometricRegularizationforLearningShapesAmosGropp1LiorYariv1NivHaim1MatanAtzmon1YaronLipman1AbstractFigure1.Learningcurvesfrom2Dpointclouds(whitedisks)usingourmethod;blacklinesdepictthezero...
Geometrics:ExploitingGeometricStructureforGraph-EncodedObjectsEdwardJ.Smith1ScottFujimoto12AdrianaRomero31DavidMeger1Abstract(a)Voxels(b)Pointcloud(262144units)(30000points)Meshmodelsareapromisinga...
GeometricScatteringforGraphDataAnalysisFengGao12GuyWolf3MatthewHirn14Abstractwardsprocessingbigstructured-signaldata,includingaudioandvideoprocessing.See,e.g.,Goodfellowetal.(2016,Weexplorethegener...
GeometricLossesforDistributionalLearningArthurMensch12MathieuBlondel3GabrielPeyre´12Abstractadaptation(Courtyetal.,2017),dictionarylearning(Ro-letetal.,2016)andgenerativemodelstraining(MontavonBui...
DirichletSimplexNestandGeometricInferenceMikhailYurochkin12AritraGuha3YuekaiSun3XuanLongNguyen3Abstractetal.,2000)wereoriginallydesignedforcategoricaldata.However,therearemanyrealworldapplicationsi...
DifferentiallyPrivateLearningofGeometricConceptsHaimKaplan12YishayMansour12YossiMatias2UriStemmer34AbstractPr[A(S)∈T]≤eε·Pr[A(S)∈T]+δ.Wepresentdifferentiallyprivateefficiental-Fornow,wecanthi...
VoronoiBoundaryClassification:AHigh-DimensionalGeometricApproachviaWeightedMonteCarloIntegrationVladislavPolianskii1FlorianT.Pokorny1Abstracttionrates,particularlyintheareaofimageclassification(Kri...
JointDimensionalityReductionandMetricLearning:AGeometricTakeMehrtashHarandi12MathieuSalzmann3RichardHartley21Abstractbyp).Theseresultssuggestthatstate-of-the-artmethodseitherscalepoorlywiththedimen...