CompositionalVideoSynthesiswithActionGraphsAmirBar1RoeiHerzig1XiaolongWang23AnnaRohrbach3GalChechik45TrevorDarrell3AmirGloberson1AbstractFigure1.WeproposeanewtaskcalledActionGraphtoVideo.Torepresen...
StochasticGauss-NewtonAlgorithmsforNonconvexCompositionalOptimizationQuocTran-Dinh1NhanH.Pham1LamM.Nguyen2Abstractandnpi=1,thenbyintroductingFi(x):=i=1WedeveloptwonewstochasticGauss-Newtonalgorithm...
Mix-n-Match:EnsembleandCompositionalMethodsforUncertaintyCalibrationinDeepLearningJizeZhang1BhavyaKailkhura1T.Yong-JinHan1AbstractFigure1.(Top):(left)TemperatureScaling(TS)(Guoetal.,2017)isdata-ef...
DeepCoDA:personalizedinterpretabilityforCompositionalhealthdataThomasP.Quinn1DangNguyen1SantuRana1SunilGupta1SvethaVenkatesh1Abstracttrust.Inthehealthcaresetting,interpretablemodelsshouldimplicater...
CompositionalFairnessConstraintsforGraphEmbeddingsAvishekJoeyBose12WilliamL.Hamilton123AbstractSensitiveAttributesLearninghigh-qualitynodeembeddingsisakeybuildingblockformachinelearningmodelsthatGe...
CompILE:CompositionalImitationLearningandExecutionThomasKipf1†YujiaLi2HanjunDai3†ViniciusZambaldi2AlvaroSanchez-Gonzalez2EdwardGrefenstette4#PushmeetKohli2PeterBattaglia2AbstractLatentcode(perseg...
GeneralizationwithoutSystematicity:OntheCompositionalSkillsofSequence-to-SequenceRecurrentNetworksBrendenLake12MarcoBaroni2Abstractthendaxagain.”ThistypeofCompositionalityiscentraltothehumanabilit...
DifferentiableCompositionalKernelLearningforGaussianProcessesShengyangSun12GuodongZhang12ChaoqiWang12WenyuanZeng123JiamanLi12RogerGrosse12Abstract(a)GroundTruth(b)NKNPredictionThegeneralizationprop...