PredictthenInterpolate:ASimpleAlgorithmtoLearnStableClassifiersYujiaBao1ShiyuChang2ReginaBarzilay3Abstractthelabelmayvary.Insteadofhandcraftingenvironmentsbasedonexplicit,task-dependentbiases,these...
LearningToStopWhileLearningToPredictXinshiChen1HanjunDai2YuLi3XinGao3LeSong14Abstract(a):Learning-basedAlgorithmdesignThereisarecentsurgeofinterestindesigningFixed-depthLearnedAlgorithmDynamic-dept...
AbstractionMechanismsPredictGeneralizationinDeepNeuralNetworksAlexGain1HavaSiegelmann2Abstractmorepuzzlingistheirabilitytomemorizerandomdatasets(Zhangetal.,2016;Yunetal.,2019).Inpartduetothis,Along...
PredictandConstrain:ModelingCardinalityinDeepStructuredPredictionNatalyBrukhim1AmirGloberson1Abstractcardinality(Tarlowetal.2012;Tarlowetal.2010;Milchetal.2008;Swerskyetal.2012;Guptaetal.2007).Name...