PHEW:ConstructingSparseNetworksthatLearnFastandGeneralizeWellWithoutTrainingDataShreyasMalakarjunPatil1ConstantineDovrolis1Abstracterally,suchmethodsuseanedgescoringmechanismforeliminatingthelessim...
NeuralSymbolicRegressionthatScalesLucaBiggio12TommasoBendinelli2AlexanderNeitz3AurelienLucchi1GiambattistaParascandolo13AbstractTheprocessofdiscoveringsymbolicexpressionsfromex-perimentaldataishard...
“Hey,that’snotanODE”:FasterODEAdjointsviaSeminormsPatrickKidger12RickyT.Q.Chen34TerryLyons12AbstractarecomposedsuchthatNeuraldifferentialequationsmaybetrainedz(τ)=1(x,φ),bybackpropagatinggradi...
RandomMatrixTheoryProvesthatDeepLearningRepresentationsofGAN-dataBehaveasGaussianMixturesMohamedElAmineSeddik12CosmeLouart13MohamedTamaazousti1RomainCouillet23Abstractontopofitthatareaccurateforthe...
OntheNoisyGradientDescentthatGeneralizesasSGDJingfengWu1WenqingHu2HaoyiXiong3JunHuan4VladimirBraverman1ZhanxingZhu5Abstractetal.,2017;Keskaretal.,2017).Togainintuitions,onecancomparethegeneralizati...
LearningRepresentationsthatSupportExtrapolationTaylorW.Webb1ZacharyDulberg2StevenM.Frankland2AlexanderA.Petrov3RandallC.O’Reilly4JonathanD.Cohen2AbstractHolyoak,2012).Extrapolation–theabilitytoma...
MakingDecisionsthatReduceDiscriminatoryImpactMattJ.Kusner12ChrisRussell13JoshuaR.Loftus4RicardoSilva15Abstractviduals,suchashowmuchtochargeforinsurance(Peters,2017),howtotargetjobads(Yangetal.,2017...
FindingOptionsthatMinimizePlanningTimeYuuJinnai1DavidAbel1DEllisHershkowitz2MichaelL.Littman1GeorgeKonidaris1AbstractBarto,2009;Bacon,2013;Moradietal.,2012),findingre-peatedpolicyfragments(Pickett&...
StabilityandGeneralizationofLearningAlgorithmsthatConvergetoGlobalOptimaZacharyCharles1DimitrisPapailiopoulos1Abstractrecentworkinanalyzingthegeneralizationcapacityofvar-iouslearningalgorithms,ourt...
BeenThere,Donethat:Meta-LearningwithEpisodicRecallSamuelRitter12JaneX.Wang1ZebKurth-Nelson13SiddhantM.Jayakumar1CharlesBlundell1RazvanPascanu1MatthewBotvinick14AbstractAssuch,meta-learningresearchh...
LearnedOptimizersthatScaleandGeneralizeOlgaWichrowska1NiruMaheswaranathan23MatthewW.Hoffman4SergioGo´mezColmenarejo4MishaDenil4NandodeFreitas4JaschaSohl-Dickstein1Abstractlearningshowthat,givensuf...