SpectralVertexSparsifiersandPair-WiseSpannersoverDistributedGraphsChunJiangZhu1QinqingLiu2JinboBi2Abstract2020;Zhengetal.,2020;Chenetal.,2020).Graphsparsificationisapowerfultooltoapprox-Givenagraph...
ReasoningoverVirtualKnowledgeBasesWithOpenPredicateRelationsHaitianSun1PatVerga2BhuwanDhingra2RuslanSalakhutdinov1WilliamW.Cohen2AbstractAnalternativetoextractinginformationtoaugmentexistingKBsreli...
NewtonMethodoverNetworksisFastuptotheStatisticalPrecisionAmirDaneshmand1GesualdoScutari1PavelDvurechensky23AlexanderGasnikov43Abstractwhere:Rd×Z→Risthelossfunction,assumedtobe(strongly)convexinx,...
LearningGeneralizedIntersectionoverUnionforDensePixelwisePredictionJiaqianYu1JingtaoXu1YiweiChen1WeimingLi1QiangWang1ByungInYoo2Jae-JoonHan2Abstract(a)Non-overlapcasesIntersectionoverunion(IoU)scor...
CharacterizingFairnessovertheSetofGoodModelsUnderSelectiveLabelsAmandaCoston1AsheshRambachan2AlexandraChouldechova3Abstractousmethodsforlearninganewthebestperformingmodelamongthosethatsatisfyachose...
BayesianOptimizationoverHybridSpacesAryanDeshwal1SyrineBelakaria1JanardhanRaoDoppa1AbstractBelakariaetal.,2019;Zhouetal.,2020;Belakariaetal.,2020e;c;a;f).ThekeyideabehindBOistolearnasurrogateWecons...
Auto-NBA:EfficientandEffectiveSearchovertheJointSpaceofNetworks,Bitwidths,andAcceleratorsYongganFu1YonganZhang1YangZhang2DavidCox2YingyanLin1Abstractacceleratorefficiency.Ourcodesareavailableat:htt...
TimeSeriesDeconfounder:EstimatingTreatmentEffectsoverTimeinthePresenceofHiddenConfoundersIoanaBica12AhmedM.Alaa3MihaelavanderSchaar234Abstract&Saria,2017;Limetal.,2018;Bicaetal.,2020a).Exist-ingmet...
QuantizedDecentralizedStochasticLearningoverDirectedGraphsHosseinTaheri1AryanMokhtari2HamedHassani3RamtinPedarsani1Abstractdecentralizedlearningistooptimizeafunctionf:Rd→Rdefinedastheaverageoffunc...
DistributedOnlineOptimizationoveraHeterogeneousNetworkNimaEshraghi1BenLiang1Abstract2013),networking(Shietal.,2018),andmachinelearning(Shalev-Shwartz,2012).Indistributedonlineoptimizationoveracom-p...
BayesianOptimisationoverMultipleContinuousandCategoricalInputsBinxinRu∗1AhsanS.Alvi∗1VuNguyen1MichaelA.Osborne1StephenJRoberts1AbstractForexample,withadeepneuralnetwork,wemaywanttoadjustthelearni...
SublinearTimeNearestNeighborSearchoverGeneralizedWeightedSpaceYifanLei1QiangHuang1MohanKankanhalli1AnthonyK.H.Tung1AbstractForexample,underthespecificsettingthatwi=1,∀i,theproblemofNNSoverL2distan...
LearningaPrioroverIntentviaMeta-InverseReinforcementLearningKelvinXu1EllisRatner1AncaDragan1SergeyLevine1ChelseaFinn1AbstractFigure1.Adiagramofourmeta-inverseRLapproach.Ourap-proachattemptstoremedy...
ExploringInterpretableLSTMNeuralNetworksoverMulti-VariableDataTianGuo1TaoLin2NinoAntulov-Fantulin1AbstractInadditiontoforecasting,interpretableRNNsaredesir-ableforgaininginsightsintotheimportantpar...
DistributedLearningoverUnreliableNetworksChenYu1HanlinTang1CedricRenggli2SimonKassing2AnkitSingla2DanAlistarh3CeZhang2JiLiu41AbstractFigure1:Anillustrationofthecommunicationpatternofdistributedlear...
AdaGradStepsizes:SharpConvergenceoverNonconvexLandscapesRachelWard12XiaoxiaWu12LéonBottou2AbstractcanbeapproximatedbytheaverageofalargenumberAdaptivegradientmethodssuchasAdaGradandnofcomponentfunc...
TestingSparsityoverKnownandUnknownBasesSiddharthBarman1ArnabBhattacharyya1SuprovatGhoshal1AbstractAsevidentfromthesesurveys,researchinpropertytestinghaslargelyfocusedonpropertiesofcombinatorialanda...
LearningSteady-StatesofIterativeAlgorithmsoverGraphsHanjunDai1ZornitsaKozareva2BoDai1AlexanderJ.Smola2LeSong13Abstracttheresultsoftheaggregationoperator.Moregenerally,theintermediaterepresentationh...