Size-InvariantGraphRepresentationsforGraphClassificationExtrapolationsBeatriceBevilacqua1YangzeZhou2BrunoRibeiro1AbstractTrainGraphonTestEnvironmentModelEnvironmentIngeneral,graphrepresentationlear...
Re-understandingFinite-StateRepresentationsofRecurrentPolicyNetworksMohamadH.Danesh1AnuragKoul1AlanFern1SaeedKhorram1Abstracttivehumaninterpretationoftheunderlying“strategicrole"oftheattended-toel...
ReinforcementLearningwithPrototypicalRepresentationsDenisYarats12RobFergus1AlessandroLazaric2LerrelPinto1Abstractfromrewardsaloneissampleinefficientandleadstopoorperformance.Priorwork(Srinivasetal....
ProvableMeta-LearningofLinearRepresentationsNileshTripuraneni1ChiJin2MichaelI.Jordan1Abstractrangingfromdeepreinforcementlearning(Baevskietal.,2019)tonaturallanguageprocessing(Ando&Zhang,2005;Meta-...
OnLinearIdentifiabilityofLearnedRepresentationsGeoffreyRoeder1LukeMetz2DiederikP.Kingma2Abstractetal.,2018;Devlinetal.,2018),andsequentialdecisionmaking(Oordetal.,2018).Identifiabilityisadesirablep...
OnDisentangledRepresentationsLearnedfromCorrelatedDataFrederikTräuble1ElliotCreager2NikiKilbertus3FrancescoLocatello4AndreaDittadi5AnirudhGoyal6BernhardSchölkopf1StefanBauer17AbstractFigure1.Whil...
OmniNet:OmnidirectionalRepresentationsfromTransformersYiTay1MostafaDehghani2VamsiAribandi13JaiGupta1PhilipPham1ZhenQin1DaraBahri1Da-ChengJuan1DonaldMetzler1Abstractkeydefiningcharacteristicsinthese...
NeuralFeatureMatchinginImplicit3DRepresentationsYunluChen1BasuraFernando2HakanBilen3ThomasMensink41EfstratiosGavves1AbstractsourceappearancefeaturefittingmatchingRecently,neuralimplicitfunctionshav...
Multi-TaskReinforcementLearningwithContext-basedRepresentationsShagunSodhani1AmyZhang123JoellePineau123Abstractreinforcementlearning(MTRL)isapromisingapproachtotraineffectivereal-worldagents(Tanaka...
LeveragingGoodRepresentationsinLinearContextualBanditsMatteoPapini†1AndreaTirinzoni1MarcelloRestelli1AlessandroLazaric2MatteoPirotta2Abstractrangeofdomains,includingrecommendationsystems,on-Thelin...
LearningRepresentationsbyHumans,forHumansSophieHilgard1NirRosenfeld2MahzarinBanaji3JackCao3DavidC.Parkes1Abstractetal.,2017)andwhereusershaveexternalinformationorwanttoexerciseagencyandusetheirownj...
LearningNodeRepresentationsUsingStationaryFlowPredictiononLargePaymentandCashTransactionNetworksCiwanCeylan12SallaFranze´n2FlorianT.Pokorny1AbstractannualGDP(UnitedNationsofficeondrugsandcrime,201...
LearningdisentangledRepresentationsviaproductmanifoldprojectionMarcoFumero1LucaCosmo12SimoneMelzi1EmanueleRodola`1AbstractthisresearchfieldisdisentangledRepresentations,whichad-vocatesthatarepresen...
LearningDe-identifiedRepresentationsofProsodyfromRawAudioJackWeston1RaphaëlLenain1UdeepaMeepegama1EmilFristed1AbstractThephoneticproblemhasautomaticspeechrecognition(ASR)asitsobvioususe-case.Inrec...
InverseDecisionModeling:LearningInterpretableRepresentationsofBehaviorDanielJarrett1AlihanHüyük1MihaelavanderSchaar12AbstractConsiderthe“lifecycle”ofdecisionanalysis[9]intherealworld.First,norm...
GeomCA:GeometricEvaluationofDataRepresentationsPetraPoklukar1AnastasiaVarava1DanicaKragic1Abstractlearningandrobotics,usefulnessofRepresentationsisevalu-atedontheperformanceofthepolicy(Ghadirzadehe...
GeneratingimageswithsparseRepresentationsCharlieNash1JacobMenick1SanderDieleman1PeterBattaglia1AbstractFigure1.Imagesoftenhavesparsestructure,withsalientcontentdistributedunevenlyacrosslocations.Ou...
ExploitingSharedRepresentationsforPersonalizedFederatedLearningLiamCollins1HamedHassani2AryanMokhtari1SanjayShakkottai1Abstracteffectivemodelsforeachclientbyleveragingthelocalcom-putationalpower,me...
AnIdentifiableDoubleVAEForDisentangledRepresentationsGrazianoMita12MaurizioFilippone1PietroMichiardi1Abstractz1Alargepartoftheliteratureonlearningdisen-z2tangledRepresentationsfocusesonvariationala...
UnravelingMeta-Learning:UnderstandingFeatureRepresentationsforFew-ShotTasksMicahGoldblum1StevenReich1LiamFowl1RenkunNi1ValeriiaCherepanova1TomGoldstein1Abstractdownentirelywhenonlyafewdatasamplesar...