ProximalCausalLearningwithKernels:Two-StageEstimationandMomentRestrictionAfsanehMastouri1YuchenZhu1LimorGultchin23AnnaKorba4RicardoSilva1MattJ.Kusner1ArthurGretton†1KrikamolMuandet†5AbstractGoalA...
OptimalTransportKernelsforSequentialandParallelNeuralArchitectureSearchVuNguyen∗1TamLe∗2MakotoYamada23MichaelA.Osborne4Abstractreaderstothesurvey(Elskenetal.,2019b)foradetailedreviewofNASandtothe...
LearningInteractionKernelsforAgentSystemsonRiemannianManifoldsMauroMaggioni12JasonMiller1HongdaQiu1MingZhong1Abstractsystemsonvariousmanifolds(Leeetal.,2018;Caponigroetal.,2014;Sarlette&Sepulchre,2...
HowrotationalinvarianceofcommonKernelspreventsgeneralizationinhighdimensionsKonstantinDonhauser1MingqiWu1FannyYang1Abstractconclusiveintheregimed/nβ→cwithβ∈(0,1).Inpar-ticular,eventhoughseveral...
FastSketchingofPolynomialKernelsofPolynomialDegreeZhaoSong1DavidP.Woodruff2ZhengYu3LichenZhang4Abstractdatapointsislarge.Typically,applyingthekernelfunc-tiontoeachpairofdatapointstakesO(d)time.This...
ScalableGaussianProcessSeparationforKernelswithaNon-StationaryPhaseJanGraßhoff1AlexandraJankowski1PhilippRostalski1Abstractproposed(Liuetal.,2018),oneofwhichisbasedoncom-putinglow-rankapproximatio...
LearningtoLearnKernelswithVariationalRandomFeaturesXiantongZhen12HaoliangSun3YingjunDu2JunXu4YilongYin3LingShao51CeesSnoek2Abstractfromrelatedtaskstoenablefastadaptationtoanewtaskwithalimitedamount...
LearningDeepKernelsforNon-ParametricTwo-SampleTestsFengLiu12WenkaiXu2JieLu1GuangquanZhang1ArthurGretton2D.J.Sutherland3Abstracttremelylow-dimensionalspaces.Abroadsetofrecentworkinstatisticsandmachi...
LearningDeepKernelsforExponentialFamilyDensitiesLiK.Wenliang1DougalJ.Sutherland1HeikoStrathmann1ArthurGretton1AbstractducingkernelHilbertspace.Choosingafinite-dimensionalkernelrecoversanyclassicale...
TheWeightedKendallandHigh-orderKernelsforPermutationsYunlongJiao1Jean-PhilippeVert2Abstractwherenisthenumberofitems;however,inspiteofcom-putationaltricks,thisleadstoalgorithmswithO(nn)com-Wepropose...
BOCK:BayesianOptimizationwithCylindricalKernelsChangYongOh1EfstratiosGavves1MaxWelling12Abstractx1T(x1)AmajorchallengeinBayesianOptimizationisthex1xT(x1)T(x2)boundaryissue(Swersky,2017)whereanalgo-...
MeasuringSampleQualitywithKernelsJacksonGorham1LesterMackey2AbstractagesEhXP1nhx.However,manyexactApproximateMarkovchainMonteCarloQn[()]=ni=1(i)(MCMC)offersthepromiseofmorerapidsam-plingatthecostof...