OptimizingPersistenthomologybasedfunctionsMathieuCarrie`re1Fre´de´ricChazal2MarcGlisse2YuichiIke3HariprasadKannan2YuheiUmeda3Abstractthelastfewyears,agrowingnumberofworkshavesuc-cessfullybeenusin...
LocallyPersistentExplorationinContinuousControlTaskswithSparseRewardsSusanAmin12MaziarGomrokchi12HosseinAboutalebi34HarshSajita12DoinaPrecup12Abstractcallforacleverexplorationstrategythatexposesthe...
LinkPredictionwithPersistentHomology:AnInteractiveViewZuoyuYan1TengfeiMa2LiangcaiGao1ZhiTang1ChaoChen3Abstractdistributionsoflinks,e.g.,nodeswithsimilarconnectivityfeaturestendtobeconnected.Betterp...
NeuralNetworkControlPolicyVerificationwithPersistentAdversarialPerturbationsYuh-ShyangWang1Tsui-WeiWeng2LucaDaniel2Abstractneuralnetworksaresurprisinglyvulnerabletoadversarialexamplesandattacks(Hua...
Connectivity-OptimizedRepresentationLearningviaPersistentHomologyChristophD.Hofer1RolandKwitt1MandarDixit2MarcNiethammer3AbstractTomeetthesecriteria,thereconstructionobjectiveistypi-callysupplement...
APersistentWeisfeiler–LehmanProcedureforGraphClassificationBastianRieck1ChristianBock1KarstenBorgwardt1Abstractpaths(Borgwardt&Kriegel2005),torandomwalks(Gärt-neretal.2003,Kashimaetal.2003,Sugiya...
ComposingTreeGraphicalModelswithPersistentHomologyFeaturesforClusteringMixed-TypeDataXiuyanNi1NoviQuadrianto23YusuWang4ChaoChen1Abstractsuchintuitionistheimportantbasisofmanysuccessfulgeometricclus...