RegularizedSubmodularMaximizationatScaleEhsanKazemi1ShervinMinaee2MoranFeldman3AminKarbasi4Abstractpromotescoverageandrepresentativeness(Weietal.,2015)(wecallthisanoptimizationperspective)orsamplin...
Z-GCNETs:TimeZigzagsatGraphConvolutionalNetworksforTimeSeriesForecastingYuzhouChen12IgnacioSegovia-Dominguez34YuliaR.Gel32Abstract1.IntroductionThererecentlyhasbeenasurgeofinterestinde-Manyrealworl...
Megaverse:SimulatingEmbodiedAgentsatOneMillionExperiencesperSecondAlekseiPetrenko12ErikWijmans13BrennanShacklett4VladlenKoltun1Figure1.Megaverseisanewresearchplatformthatsupportssimulatingembodieda...
ASecondlookatExponentialandCosineStepSizes:Simplicity,Adaptivity,andPerformanceXiaoyuLi∗1ZhenxunZhuang∗2FrancescoOrabona123Abstracttypicallybetterscalewiththecomplexityofthepredic-torsandtheamoun...
PoissonLearning:GraphBasedSemi-SupervisedLearningatVeryLowLabelRatesJeffCalder1BrendanCook1MatthewThorpe2DejanSlepcˇev3Abstractranking(Heetal.,2004;Yangetal.,2013;Xuetal.,2011),amongmanyotherprobl...
UnderstandingPriorsinBayesianNeuralNetworksattheUnitLevelMariiaVladimirova12JakobVerbeek1PabloMesejo3JulyanArbel1AbstractworksonBayesianneuralnetworks(Neal,1992;MacKay,1992).Thereisalargevarietyofa...
ConcentrationInequalitiesforConditionalValueatRiskPhilipS.Thomas1ErikLearned-Miller1AbstractPrashanth&Ghavamzadeh,2013;Chow&Ghavamzadeh,2014;Tamaretal.,2015;Pintoetal.,2017;Morimuraetal.,Inthispape...
DataSummarizationatScale:atwo-StageSubmodularApproachMarkoMitrovic1EhsanKazemi1MortezaZadimoghaddam2AminKarbasi1AbstractdriverssuggestedwaitinglocationsacrossNewYorkCitybasedonhistoricalriderpick-u...
BOHB:RobustandEfficientHyperparameterOptimizationatScaleStefanFalkner1AaronKlein1FrankHutter1Abstractforapracticalsolutiontothehyperparameteroptimization(HPO)problemthatfulfillsmanydesiderata:Moder...
ACloserLookatMemorizationinDeepNetworksDevanshArpit12StanisławJastrze˛bski3NicolasBallas12DavidKrueger12EmmanuelBengio4MaxinderS.Kanwal5TeganMaharaj16AsjaFischer7AaronCourville128YoshuaBengio129S...
CollectatOnce,UseEffectively:MakingNon-interactiveLocallyPrivateLearningPossibleKaiZheng1WenlongMou1LiweiWang1Abstractetal.,2016),machinelearning(Chaudhuri&Monteleoni,2008;Chaudhurietal.,2011;Rubin...