TreeswithAttentionforSetPredictionTasksRoyHirsch1RanGilad-Bachrach2AbstractTree-basedmodels,suchasDecisionTree(DT),RandomForest(RF)andGradientBoostingDecisionTree(GBT)Inmanymachinelearningapplicati...
LearningBinaryDecisionTreesbyArgminDifferentiationValentinaZantedeschi12MattJ.Kusner2VladNiculae3Abstractquadraticprogram(relaxedfromMIP)Weaddresstheproblemoflearningbinarydeci-sionTreesthatpartiti...
EfficientTrainingofRobustDecisionTreesAgainstAdversarialExamplesDanie¨lVos1SiccoVerwer1Abstractetal.,2019),wecloselymimicthegreedyrecursivesplit-tingstrategythattraditionaldecisionTreesuseandwesco...
ConnectingInterpretabilityandRobustnessinDecisionTreesthroughSeparationMichalMoshkovitz1Yao-YuanYang1KamalikaChaudhuri1Abstractetal.,2019;Ross&Doshi-Velez,2017).Inthiswork,wetakearigorousapproachto...
Sub-GoalTrees–aFrameworkforGoal-BasedReinforcementLearningTomJurgenson1OrAvner1EdwardGroshev2AvivTamar1AbstractpopularframeworkfortrajectoryoptimizationbasedonBellman’sdynamicprogramming(DP)equat...
GeneralizedandScalableOptimalSparseDecisionTreesJimmyLin1ChudiZhong2DianeHu2CynthiaRudin2MargoSeltzer1AbstractisthattheytendtoproducesuboptimalTreeswithnowayofknowinghowsuboptimalthesolutionis.This...
DecisionTreesforDecision-MakingunderthePredict-then-OptimizeFrameworkAdamN.Elmachtoub1JasonCheukNamLiang2RyanMcNellis13Abstract1.IntroductionWeconsidertheuseofdecisionTreesforManydecision-makingpro...
RobustDecisionTreesAgainstAdversarialExamplesHonggeChen1HuanZhang2DuaneBoning1Cho-JuiHsieh2Abstracttherobustnessoftree-basedmodelsarequitelimited(Paper-notetal.,2016a).Althoughadversarialexamplesan...
ContextualMemoryTreesWenSun1AlinaBeygelzimer2HalDaume´III3JohnLangford3PaulMineiro4Abstractriessoastomaximizethedownstreamrewardofqueries.Inordertoscaletoverylargememories,ourapproachorga-Wedesign...
AdaptiveNeuralTreesRyutaroTanno1KaiArulkumaran2DanielC.Alexander1AntonioCriminisi3AdityaNori3AbstractNNsofmanylayersonlargedatasets,solvingnumerousproblemsrangingfromobjectdetectiontospeechrecog-De...
SimultaneousLearningofTreesandRepresentationsforExtremeClassificationandDensityEstimationYacineJernite1AnnaChoromanska1DavidSontag2AbstractHinton,2009),extrinsichierarchies(Morin&Bengio,2005)whichc...
GradientBoostedDecisionTreesforHighDimensionalSparseOutputSiSi1HuanZhang2S.SathiyaKeerthi3DhruvMahajan4InderjitS.Dhillon5Cho-JuiHsieh2Abstractmulti-labellearningandmulti-classclassificationbelongto...
EnumeratingDistinctDecisionTreesSalvatoreRuggieri1AbstractasubsetoffeaturesisdenotedbytheunionR∪Softwosets,whereelementsinRmustnecessarilybeusedassplitThesearchspaceforthefeatureselectionprob-attr...