TeachMyAgent:aBenchmarkforAutomaticCurriculumLearninginDeepRLCle´mentRomac1Re´myPortelas1KatjaHofmann2Pierre-YvesOudeyer1Abstractagentisunlikelytobeoptimalforcomplexlearningprob-lems.Buildingupon...
RNNRepair:AutomaticRNNRepairviaModel-basedAnalysisXiaofeiXie12WenboGuo3LeiMa452WeiLe6JianWang1LingjunZhou7XinyuXing3YangLiu1Abstractthewrongprediction(Koh&Liang,2017).Oncetherootcauseisidentified,u...
AutomaticVariationalInferencewithCascadingFlowsLucaAmbrogioni1GianluigiSilvestri12MarcelvanGerven1AbstractKerstingandDeRaedt,2007;Pfeffer,2001;Parketal.,2005;Goodmanetal.,2012;Wingateetal.,2011;Pat...
Super-efficiencyofAutomaticdifferentiationforfunctionsdefinedasaminimumPierreAblin1GabrielPeyré1ThomasMoreau2Abstractsparsecode,andListheLassocost(Mairaletal.,2010).Inthiscase,measurestheabilityof...
AutomaticShortcutRemovalforSelf-SupervisedRepresentationLearningMatthiasMinderer12OlivierBachem1NeilHoulsby1MichaelTschannen1AbstractInputimageLensoutputDifferenceInself-supervisedvisualrepresentat...
AutomaticReparameterisationofProbabilisticProgramsMariaI.Gorinova1DaveMoore2MatthewD.Hoffman2Abstractparameterisation(CP).Ifweinsteadworkwithanauxil-iary,standardnormalvariablez˜∼N(0,1),andobtain...
StaticAutomaticBatchinginTensorFlowAshishAgarwal1Abstractterpretedlanguageslikepythoncanmakethisbottleneckworse.Dynamicneuralnetworksarebecomingincreas-inglycommon,andyetitishardtoimplementGiventhe...
AutomaticClassifiersasScientificInstruments:OneStepFurtherAwayfromGround-TruthJacobWhitehill1AnandRamakrishnan1Abstractotherfieldsbyservingasscientificinstrumentsthatcanmeasurebehavioral,medical,so...
AutomaticPosteriorTransformationforLikelihood-freeInferenceDavidS.Greenberg1MarcelNonnenmacher1JakobH.Macke1AbstractForcomplexdata-generatingprocessessuchassimulation-basedmodels,itisoftenimpossibl...
AlmostUnsupervisedTexttoSpeechandAutomaticSpeechRecognitionYiRen1XuTan2TaoQin2ShengZhao3ZhouZhao1Tie-YanLiu2Abstract1.IntroductionTexttospeech(TTS)andAutomaticspeechrecog-Texttospeech(TTS)andautoma...
AutomaticGoalGenerationforReinforcementLearningAgentsCarlosFlorensa1DavidHeld2XinyangGeng1PieterAbbeel13AbstracttodefeatachampionGoplayer(Silveretal.,2016),tooutperformhumansin49Atarigames(Guoetal....
Gram-CTC:AutomaticUnitSelectionandTargetDecompositionforSequenceLabellingHairongLiu1ZhenyaoZhu1XiangangLi1SanjeevSatheesh1Abstract2016),machinetranslation(Sébastienetal.,2015),andparsing(Vinyalset...
AutomaticDiscoveryoftheStatisticalTypesofVariablesinaDatasetIsabelValera1ZoubinGhahramani12Abstractplore,findpatternsormakepredictionsonthedata.Asanexample,apredictiontaskissolveddifferentlydependi...