Celer:aFastSolverfortheLassowithDualExtrapolationMathurinMassias1AlexandreGramfort1JosephSalmon2Abstractoptimalsolution(whatwewillrefertoasthesupport),state-of-the-arttechniquesrelyonlimitingthesiz...
CausalBanditswithPropagatingInferenceAkihiroYabe1DaisukeHatano2HannaSumita3ShinjiIto1NaonoriKakimura4TakuroFukunaga2Ken-ichiKawarabayashi5AbstractexploringtheoptimalarmA∗∈A.Theefficiencyofthestra...
BOCK:BayesianOptimizationwithCylindricalKernelsChangYongOh1EfstratiosGavves1MaxWelling12Abstractx1T(x1)AmajorchallengeinBayesianOptimizationisthex1xT(x1)T(x2)boundaryissue(Swersky,2017)whereanalgo-...
Black-boxAdversarialAttackswithLimitedQueriesandInformationAndrewIlyas12LoganEngstrom12AnishAthalye12JessyLin12Abstractasubstitutenetworktoemulatetheoriginalnetworkandthenattacksthesubstitutewithfi...
BlindJustice:FairnesswithEncryptedSensitiveAttributesNikiKilbertus12Adria`Gasco´n34MattKusner34MichaelVeale5KrishnaP.Gummadi6AdrianWeller23Abstractthishassomeintuitiveappealandjustification(Grgic...
BinaryPartitionswithApproximateMinimumImpurityEduardoS.Laber1MarcoMolinaro1FelipedeA.MelloPereira1AbstractAnimportantdesignchoiceiswhethertousemultiwaysplitsorbinarysplits.Onepossibilityissplitting...
BinaryClassificationwithKarmic,Threshold-Quasi-ConcaveMetricsBoweiYan1OluwasanmiKoyejo2KaiZhong1PradeepRavikumar3Abstractancedclasses,andwheredifferenttypesoferrorsmadebytheclassifierhavedifferentc...
BestArmIdentificationinLinearBanditswithLinearDimensionDependencyChaoTao1Sau´lA.Blanco1YuanZhou123Abstract2017a;2014;Kalyanakrishnan&Stone,2010;Zhouetal.,2014)).Westudythebestarmidentificationprob...
BeenThere,DoneThat:Meta-LearningwithEpisodicRecallSamuelRitter12JaneX.Wang1ZebKurth-Nelson13SiddhantM.Jayakumar1CharlesBlundell1RazvanPascanu1MatthewBotvinick14AbstractAssuch,meta-learningresearchh...
BanditswithDelayed,AggregatedAnonymousFeedbackCiaraPike-Burke1ShipraAgrawal2CsabaSzepesvári34SteffenGrünewälder1AbstractoftheKpossiblearms.IntheclassicstochasticMABset-ting,theplayerimmediatelyo...
AdversarialLearningwithLocalCoordinateCodingJiezhangCao1YongGuo1QingyaoWu1ChunhuaShen2JunzhouHuang3MingkuiTan1Abstractbution,suchasGaussiandistributions(Goodfellowetal.,2014)anduniformdistributions...
AdversarialRegressionwithMultipleLearners1121LiangTongSixieYuScottAlfeldYevgeniyVorobeychikAbstractecologyofattacktargetsreflectsnotasinglelearner,butmanysuchlearners,allmakingautonomousdecisionsab...
AdaptiveSampledSoftmaxwithKernelBasedSamplingGuyBlanc1SteffenRendle2Abstractmizationalgorithm,e.g.,stochasticgradientdescent,needstocomputethegradientswithrespecttotheloss.WhentheSoftmaxisthemostco...
Adafactor:AdaptiveLearningRateswithSublinearMemoryCostNoamShazeer1MitchellStern12Abstractvectorsummarizingthehistoryofsquaredgradients,usuallyobtainedthroughsummationasinAdagrad(Duchietal.,Insevera...
AcceleratingNaturalGradientwithHigher-OrderInvarianceYangSong1JiamingSong1StefanoErmon1Abstractetal.,2013),andfirst-ordermethodswillhavetroubleinmakingprogress.Thecurvature,however,dependsonhowAnap...
AcceleratingEulerianFluidSimulationwithConvolutionalNetworksJonathanTompson1KristoferSchlachter2PabloSprechmann23KenPerlin2AbstractThedynamicsofalargenumberofphysicalphenomenonaregovernedbytheincom...
ASimpleMulti-ClassBoostingFrameworkwithTheoreticalGuaranteesandEmpiricalProficiencyRonAppel1PietroPerona1Abstract(a)Old:DecisionStumps(b)New:LocalizedSimilaritiesThereisaneedforsimpleyetaccuratewhi...
ARicherTheoryofConvexConstrainedOptimizationwithReducedProjectionsandImprovedRatesTianbaoYang1QihangLin1LijunZhang2Abstract1.IntroductionThispaperfocusesonconvexconstrainedopti-Inthispaper,weaimats...
ZipML:TrainingLinearModelswithEnd-to-EndLowPrecision,andaLittleBitofDeepLearningHantianZhang1JerryLi2KaanKara1DanAlistarh13JiLiu4CeZhang1AbstractMachineDataMovementChannelsSpeedupbecauseofLearningo...