Smoothp-WassersteinDistance:Structure,EmpiricalApproximation,andStatisticalApplicationsSloanNietert1ZivGoldfeld2KengoKato3AbstractapplicationsinstatisticsandML,rangingfromgenerativemodeling(Arjovsk...
RevealingtheStructureofDeepNeuralNetworksviaConvexDualityTolgaErgen1MertPilanci1Abstractwheretwo-layerReLUnetworkswiththeminimumEu-clideannormsolutionandzerotrainingerrorareprovenWestudyregularized...
XOR-CD:LinearlyConvergentConstrainedStructureGenerationFanDing1JianzhuMa2JinboXu3YexiangXue1AbstractOriginLRPSEWeproposeXOR-ContrastiveDivergencelearn-!2!1Match(M)SMI2ing(XOR-CD),aprovableapproachf...
IntegerProgrammingforCausalStructureLearninginthePresenceofLatentVariablesRuiChen1SanjeebDash2TianGao2Abstractscore-basedandconstraint-basedapproaches.Score-basedmethodsuseascore–suchasBayesiansco...
EfficientGenerativeModellingofProteinStructureFragmentsusingaDeepMarkovModelChristianB.Thygesen12AhmadSalimAl-Sibahi1ChristianS.Steenmanns2LysS.Moreta1AndersB.Sørensen2ThomasHamelryck13Abstractapr...
CanSubnetworkStructurebetheKeytoOut-of-DistributionGeneralization?DinghuaiZhang1KartikAhuja1YilunXu2YisenWang3AaronCourville1AbstractFigure1.OODperformanceofmodelswithdifferentStructureswhentrained...
Analyzingthetree-layerStructureofDeepForestsLudovicArnould1ClaireBoyer1ErwanScornet2AbstractDeepForest(DF)algorithm(Zhou&Feng,2017),whichusesRandomForests(RF)(Breiman,2001)asneurons,hasRandomforest...
StructureAdaptiveAlgorithmsforStochasticBanditsRe´myDegenne1HanShao2WouterM.Koolen3Abstractstartingwithasymptoticresultsinthe80sand90s(Lai&Robbins,1985;Graves&Lai,1997)andmovingtothefi-Westudyrewa...
Learningthepiece-wiseconstantgraphStructureofavaryingIsingmodelBatisteLeBars1PierreHumbert1ArgyrisKalogeratos1NicolasVayatis1Abstractedgebetweentwonodesinthisgraphindicatesthecondi-tionaldependency...
InferringDQNStructureforhigh-dimensionalcontinuouscontrolAndreySakryukin1ChedyRa¨ıssi23MohanS.Kankanhalli1Abstract(Yunetal.,2017),NLP(Lietal.,2016)andothers,werepublished.Oneofthemainfocusesofrec...
GraphStructureofNeuralNetworksJiaxuanYou1JureLeskovec1KaimingHe2SainingXie2Abstractinformationfromitsinputneurons,throughhiddenlayersallthewaytotheoutputneurons(McClellandetal.,1986).Neuralnetworks...
CharacterizingDistributionEquivalenceandStructureLearningforCyclicandAcyclicDirectedGraphsAmirEmadGhassami1AlanYang1NegarKiyavash2KunZhang3Abstractofthedata(Koller&Friedman,2009).Wheninterpretedcau...
CausalStructureDiscoveryfromDistributionsArisingfromMixturesofDAGsBasilSaeed1SnigdhaPanigrahi2CarolineUhler13AbstractseparationstatementsintheDAG(knownasd-separation)throughtheMarkovproperty(Laurit...
Neurally-GuidedStructureInferenceSidiLu1JiayuanMao23JoshuaB.Tenenbaum245JiajunWu2AbstractAnemergingresearchtopicistodiscoverappropriatestruc-turesfromdataautomatically(Kemp&Tenenbaum,2008;Moststruc...
MeasurementsofThree-LevelHierarchicalStructureintheOutliersintheSpectrumofDeepnetHessiansVardanPapyan1Abstract(f(xi,c;θ),yc)∈R+isthecross-entropylossbetweenthesoftmaxoff(xi,c;θ)andtheone-hotvect...
LearntoGrow:AContinualStructureLearningFrameworkforOvercomingCatastrophicForgettingXilaiLi†1YingboZhou2TianfuWu1RichardSocher2CaimingXiong2Abstractlearningwithdeepneuralnetworks(DNNs).Whenpre-sent...
GEOMetrics:ExploitingGeometricStructureforGraph-EncodedObjectsEdwardJ.Smith1ScottFujimoto12AdrianaRomero31DavidMeger1Abstract(a)Voxels(b)Pointcloud(262144units)(30000points)Meshmodelsareapromisinga...
ExploitingStructureofUncertaintyforEfficientMatroidSemi-BanditsPierrePerrault12VianneyPerchet23MichalValko14Abstracttimeandspacecomplexity)oftheircombinatorialgeneral-ization,inwhichtheagentselects...
DAG-GNN:DAGStructureLearningwithGraphNeuralNetworksYueYu1JieChen23TianGao3MoYu3Abstract1988)withmanyapplicationsinmedicine,genetics,eco-nomics,andepidemics.ItsStructurelearningproblemisLearningafai...
BilinearBanditswithLow-rankStructureKwang-SungJun1RebeccaWillett2StephenWright3RobertNowak3Abstractsystemmaywanttochooseapairofitems(top,bottom)foracustomer,whoseappealdependsinpartonwhethertheyWei...