CharacterizingStructuralRegularitiesofLabeledDatainOverparameterizedModelsZihengJiang123ChiyuanZhang4KunalTalwar45MichaelC.Mozer46Abstract(KISS!KISSED,KICK!KICKED,BREW!BREWED,etc.).Generalizationto...
BayesianStructuralAdaptationforContinualLearningAbhishekKumar1SunabhaChatterjee2PiyushRai3Abstractaspectsofmoremainstreamtransferlearning(sharingofbiasbetweenrelatedtasks(Pan&Yang,2009))mightrea-Co...
BilinearClasses:AStructuralFrameworkforProvableGeneralizationinRLSimonS.Du1ShamM.Kakade1JasonD.Lee2ShacharLovett3GauravMahajan3WenSun4RuosongWang5AbstractthereisalsoarealizationthatpracticalRLappro...
StructuralLanguageModelsofCodeUriAlon1RoySadaka1OmerLevy23EranYahav1Abstractvlinetal.,2017;Ellisetal.,2019),whileotherrecentap-proachesgeneratecodeingenerallanguageslikeJavaandWeaddresstheproblemof...
LearningtoSimulateandDesignforStructuralEngineeringKai-HungChang1Chin-YiCheng1AbstractFigure1.TheiterativeindustrialStructuraldesignworkflow.TheStructuraldesignprocessforbuildingsistime-foreachopti...
HierarchicalGenerationofMolecularGraphsusingStructuralMotifsWengongJin1ReginaBarzilay1TommiJaakkola1Abstractgradientsacrosstheiterativesteps.Graphgenerationtechniquesareincreasinglybe-Largemolecule...
EfficientIdentificationinLinearStructuralCausalModelswithAuxiliaryCutsetsDanielKumor1CarlosCinelli2EliasBareinboim3Abstractysisinthefirstplace.Forinstance,ahealthscientistmaybeinterestedinknowingth...
DessiLBI:ExploringStructuralSparsityofDeepNetworksviaDifferentialInclusionPathsYanweiFu1ChenLiu1DonghaoLi12XinweiSun3JinshanZeng24YuanYao2Abstract1IntroductionOver-parameterizationisubiquitousnowad...
SensitivityAnalysisofLinearStructuralCausalModelsCarlosCinelli1DanielKumor2BryantChen3JudeaPearl1EliasBareinboim2Abstractdertoobtaincausalclaims.Theseassumptionsareusuallyencodedastheabsenceofcerta...
CounterfactualOff-PolicyEvaluationwithGumbel-MaxStructuralCausalModelsMichaelOberst1DavidSontag1Abstractoptimistically,arethereliveswhichcouldhavebeensaved?Thisquestionbecomesincreasinglyrelevant,w...
HierarchicalClusteringwithStructuralConstraintsVaggosChatziafratis1RadNiazadeh1MosesCharikar1Abstractgeneexpressiondataanalysis(Eisenetal.,1998),andalsohasbeenusedintheanalysisofsocialnetworks(Lesk...
IdentificationandModelTestinginLinearStructuralEquationModelsusingAuxiliaryVariablesBryantChen1DanielKumor2EliasBareinboim2Abstracteffectisidentifiedrequiresmodelingtheunderlyingcausalstructure,whi...
BatchedHigh-dimensionalBayesianOptimizationviaStructuralKernelLearningZiWang1ChengtaoLi1StefanieJegelka1PushmeetKohli2Abstracteffectiveforconvexoptimizationproblemsdefinedovercontinuousdomains,thes...
AdaNet:AdaptiveStructuralLearningofArtificialNeuralNetworksCorinnaCortes1XavierGonzalvo1VitalyKuznetsov1MehryarMohri21ScottYang2Abstractoflayersandunitsspecifiedsincethereneedstobeatleastonepaththr...