MarginalizedStochasticNaturalGradientsforBlack-BoxVariationalInferenceGengJi12DeboraSujono2ErikB.Sudderth2Abstractupdatesingle(orsmallblocksof)variationalparameters,whileholdingallothersfixedtothei...
LearningTransferableVisualModelsFromNaturalLanguageSupervisionAlecRadford1JongWookKim1ChrisHallacy1AdityaRamesh1GabrielGoh1SandhiniAgarwal1GirishSastry1AmandaAskell1PamelaMishkin1JackClark1Gretchen...
Grey-boxExtractionofNaturalLanguageModelsSantiagoZanella-Béguelin1ShrutiTople1AndrewPaverd12BorisKöpf1Abstractquery-responsepairsobtainedviathemodel’sinferenceAPI,thuseffectivelycircumventingthe...
Finite-SampleAnalysisofOff-PolicyNaturalActor-CriticAlgorithmSajadKhodadadian∗1ZaiweiChen∗2SivaThejaMaguluri1AbstractAnACalgorithmcanbethoughtasageneralizedpolicyiter-ation(Puterman,1995),andcons...
ANaturalLotteryTicketWinner:ReinforcementLearningwithOrdinaryNeuralCircuitsRaminHasani12MathiasLechner3AlexanderAmini2DanielaRus2RaduGrosu1Abstractnectedthroughapproximately8000chemicalandelectrica...
TheEffectofNaturalDistributionShiftonQuestionAnsweringModelsJohnMiller1KarlKrauth1BenjaminRecht1LudwigSchmidt1AbstractmerelytoobtainhighscoresontheSQuADleaderboard,butrathertogeneralizetonewexample...
NGBoost:NaturalGradientBoostingforProbabilisticPredictionTonyDuan1AnandAvati1DaisyYiDing1KhanhK.Thai2SanjayBasu3AndrewNg1AlejandroSchuler2AbstractyPredictedmean95%predictionintervalWepresentNatural...
DeepMolecularProgramming:ANaturalImplementationofBinary-WeightReLUNeuralNetworksMarkoVasic1CameronChalk1SarfrazKhurshid1DavidSoloveichik1AbstractChemicalcontrolmodulescompatiblewiththechemicalenvir...
Convolutionaldictionarylearningbasedauto-encodersforNaturalexponential-familydistributionsBaharehTolooshams1AndrewH.Song2SimonaTemereanca3DembaBa1Abstract1.IntroductionWeintroduceaclassofauto-encod...
TheVariationalPredictiveNaturalGradientDaTang1RajeshRanganath2Abstractfamily.Thevariationalfamilyplusthemodeltogetherde-finethevariationalobjective.ThevariationalobjectivecanVariationalinferencetra...
NaturalAnalystsinAdaptiveDataAnalysisTijanaZrnic1MoritzHardt1Abstract1.IntroductionAdaptivedataanalysisisfrequentlycriticizedforModerndataanalysisisusuallyadaptiveinthesensethatitspessimisticgenera...
AdversarialExamplesAreaNaturalConsequenceofTestErrorinNoiseNicolasFord12JustinGilmer1NicholasCarlini1EkinD.Cubuk1Abstract(Rosenfeldetal.,2018).Atthesametime,theyarealsosensitivetosmall,worst-casepe...
AdaptiveStochasticNaturalGradientMethodforOne-ShotNeuralArchitectureSearchYouheiAkimoto1ShinichiShirakawa2NozomuYoshinari2KentoUchida2ShotaSaito23KouheiNishida4AbstractWorkpublishedbefore2017oftenf...
NoisyNaturalGradientasVariationalInferenceGuodongZhang12ShengyangSun12DavidDuvenaud12RogerGrosse12Abstract&Welling,2017),butfittingsuchmodelscanbeexpensivewithoutfurtherapproximations.VariationalBa...
AcceleratingNaturalGradientwithHigher-OrderInvarianceYangSong1JiamingSong1StefanoErmon1Abstractetal.,2013),andfirst-ordermethodswillhavetroubleinmakingprogress.Thecurvature,however,dependsonhowAnap...
RelativeFisherInformationandNaturalGradientforLearningLargeModularModelsKeSun1FrankNielsen23AbstractTheFIMisnotinvariantanddependsontheparameteri-zation.WecanoptionallywriteI(Θ)asIΘ(Θ)toem-Fishe...
PixelCNNModelswithAuxiliaryVariablesforNaturalImageModelingAlexanderKolesnikov1ChristophH.Lampert1Abstracttypemodels(vandenOordetal.,2016a;b;Salimansetal.,2017),haveshowntodeliverthebestperformance...
Depth-WidthTradeoffsinApproximatingNaturalFunctionswithNeuralNetworksItaySafran1OhadShamir1Abstractcentempiricalevidencesuggeststhatstandardfeedforwarddeepnetworksarehardertooptimizethanshallowerne...
CouplingDistributedandSymbolicExecutionforNaturalLanguageQueriesLiliMou1ZhengdongLu2HangLi3ZhiJin1AbstractQuery:Howlongisthegamewiththelargesthostcountrysize?Buildingneuralnetworkstoqueryaknowledge...