NeuralOptimizerSearchwithReinforcementLearningIrwanBello1BarretZoph1VijayVasudevan1QuocV.Le1AbstractFigure1.AnoverviewofNeuralOptimizerSearch.Wepresentanapproachtoautomatetheprocessrentnetworkcontr...
NeuralAudioSynthesisofMusicalNoteswithWaveNetAutoencodersJesseEngel1CinjonResnick1AdamRoberts1SanderDieleman2MohammadNorouzi1DouglasEck1KarenSimonyan2AbstractInthispaper,weoutlineadata-drivenapproa...
Multi-taskLearningwithLabeledandUnlabeledTasksAnastasiaPentina1ChristophH.Lampert1Abstractisavailable.Inpractice,itishighlydesirabletobeabletohandlethissituationforproblemswithaverylargenumberInmul...
MultilabelClassificationwithGroupTestingandCodesShashankaUbaru1AryaMazumdar2Abstractarevectorsindicatingthecorrespondinglabels(classes)thedatainstancesbelongto.ThevectoryihasaoneinthejthInrecentyea...
Multi-fidelityBayesianOptimisationwithContinuousApproximationsKirthevasanKandasamy1GautamDasarathy2JeffSchneider1Barnaba´sPo´czos1AbstractTypically,insuchapplications,eachfunctionevaluationisexpe...
ModularMultitaskReinforcementLearningwithPolicySketchesJacobAndreas1DanKlein1SergeyLevine1Abstractτ1:makeplanksΠ1τ2:makesticksΠ2b1:getwoodK1π1Wedescribeaframeworkformultitaskdeepre-b2:useworkb...
MeasuringSampleQualitywithKernelsJacksonGorham1LesterMackey2AbstractagesEhXP1nhx.However,manyexactApproximateMarkovchainMonteCarloQn[()]=ni=1(i)(MCMC)offersthepromiseofmorerapidsam-plingatthecostof...
LearningtoDiscoverCross-DomainRelationswithGenerativeAdversarialNetworksTaeksooKim1MoonsuCha1HyunsooKim1JungKwonLee1JiwonKim1AbstractDiscoGANWhilehumanseasilyrecognizerelationsbe-tweendatafromdiffe...
LearningTextureManifoldswiththePeriodicSpatialGANUrsBergmann1NikolayJetchev1RolandVollgraf1Abstract&Leung,1999;Efros&Freeman,2001),wherepixelsorpatchesofthesourceimageareresampledandcopiednextThisp...
LearningtoDetectSepsiswithaMultitaskGaussianProcessRNNClassifierJosephFutoma1SanjayHariharan1KatherineHeller1Abstractforeveryhourthattreatmentisdelayedaftertheonsetofhypotension(Kumaretal.,2006).It...
LearningLatentSpaceModelswithAngularConstraintsPengtaoXie12YuntianDeng3YiZhou4AbhimanuKumar5YaoliangYu6JamesZou7EricP.Xing2Abstractrameterizedbyaweightvector.Forinstance,inatopicmodel(Bleietal.,200...
LearninginPOMDPswithMonteCarloTreeSearchSammieKatt1FransA.Oliehoek2ChristopherAmato1Abstracttodecisionmakingbymaintainingaprobabilitydistribu-tionoverpossiblemodelsastheagentactsinanonlinerein-TheP...
LearningDeterminantalPointProcesseswithMomentsandCyclesJohnUrschel1Victor-EmmanuelBrunel1AnkurMoitra1PhilippeRigollet1Abstracteigenvaluesareboundedintherange[0,1].ThentheDPPassociatedwithK,whichwed...
LearningDeepLatentGaussianModelswithMarkovChainMonteCarloMatthewD.Hoffman1Abstractlearningsignals.Therehasbeenaflurryofpapersrecentlyproposingmoreflexiblevariationalfamilies,allofwhichDeeplatentGau...
LanguageModelingwithGatedConvolutionalNetworksYannN.Dauphin1AngelaFan1MichaelAuli1DavidGrangier1Abstractoutperformclassicaln-gramlanguagemodels(Kneser&Ney,1995;Chen&Goodman,1996).Theseclassicalmod-...
ImprovingGibbsSamplerScanQualitywithDoGS12IoannisMitliagkasLesterMackeyAbstracttion.Theprincipaldegreeoffreedomisthescan,theorderinwhichvariablesaresampled(Heetal.,2016).WhileitThepairwiseinfluence...
Image-to-MarkupGenerationwithCoarse-to-FineAttentionYuntianDeng1AnssiKanervisto2JeffreyLing1AlexanderM.Rush1Abstracttems,havecompetedonthistaskaspartoftheCROHMEhandwrittenmathematicschallenge(Mouch...
HighDimensionalBayesianOptimizationwithElasticGaussianProcessSantuRana1ChengLi1SunilGupta1VuNguyen1SvethaVenkatesh1Abstract1998)whicharealsoexpensivetoevaluate.Examplesin-cludeexperimentaldesigntoo...
HierarchyThroughCompositionwithMultitaskLMDPsAndrewM.Saxe1AdamC.Earle2BenjaminRosman23Abstractactionsforeachjointindividually(Mausam&Weld,2008).Finally,the‘tasks’performedbyanagentmaycomeinHierar...
GloballyOptimalGradientDescentforaConvNetwithGaussianInputsAlonBrutzkus1AmirGloberson1Abstractcentattemptstobridgethisgapbetweentheoryandprac-tice.SeveralworksfocusonthegeometricpropertiesofDeeplea...