ScalableNormalizingFlowsforPermutationInvariantDensitiesMarinBiloš1StephanGünnemann1Abstractt0t1ModelingsetsisanimportantprobleminmachineBasedistributionfTargetdistributionlearningsincethistypeof...
EnvironmentInferenceforInvariantLearningElliotCreager12Jo¨rn-HenrikJacobsen12RichardZemel12Abstract(a)Inferredenvironment1(b)Inferredenvironment2(mostly)landbirdsonland,and(mostly)landbirdsonwater...
AffineInvariantAnalysisofFrank-WolfeonStronglyConvexSetsThomasKerdreux1LewisLiu23SimonLacosteJulien2345DamienScieur43AbstractAlgorithm1Frank-WolfeAlgorithmLMOLine-searchItisknownthattheFrank-Wolfe(...
NormalizedFlatMinima:ExploringScaleInvariantDefinitionofFlatMinimaforNeuralNetworksUsingPAC-BayesianAnalysisYusukeTsuzuku12IsseiSato12MasashiSugiyama21Abstractbleexplanationforthegeneralizationabil...
InvariantRationalizationShiyuChang1YangZhang1MoYu2TommiS.Jaakkola3Abstractimummutualinformation(MMI)criterion.Inthecontextofnaturallanguageprocessing(NLP),itdefinesrationaleSelectiverationalization...
InvariantCausalPredictionforBlockMDPsAmyZhang123ClareLyle4ShagunSodhani3AngelosFilos4MartaKwiatkowska4JoellePineau123YarinGal4DoinaPrecup125Abstractditionsinaroommaychange,butthephysicaldynamicsoft...
InvariantRiskMinimizationGamesKartikAhuja1KarthikeyanShanmugam1KushR.Varshney1AmitDhurandhar1Abstractwereindeserts.TheCNNpickedupthespuriouscorrela-tion,i.e.,itassociatedgreenpastureswithcowsandfai...
RotationInvariantHouseholderParameterizationforBayesianPCARajbirS.Nirwan1NilsBertschinger12Abstractlanguages,e.g.Stan(Carpenteretal.,2017),orlibrariesforautomaticdifferentiation,e.g.Tensorflow(Abad...
OntheUniversalityofInvariantNetworksHaggaiMaron1EthanFetaya23NimrodSegol1YaronLipman1AbstractwithrespecttosomegroupGwillbereferredhereasG-Invariantnetworks.Constraininglinearlayersinneuralnetworkst...
OnLearningInvariantRepresentationsforDomainAdaptationHanZhao1RemiTachetdesCombes2KunZhang1GeoffreyJ.Gordon12Abstractcomputationalpower.However,inmanycriticalapplica-tions,e.g.,self-drivingcarsorper...
Graph-basedIsometryInvariantRepresentationLearningRenataKhasanova1PascalFrossard1AbstractTIGraNetSTNConvLearningtransformationInvariantrepresenta-Figure1.Illustrativetransformation-Invarianthandwri...