- abaselineforfewshotimageclassification
- abductivecommonsensereasoning
- abstractdiagrammaticreasoningwithmultiplexgraphnetworks
- acceleratingsgdwithmomentumforoverparameterizedlearning
- acloserlookatdeeppolicygradients
- acloserlookattheapproximationcapabilitiesofneuralnetworks
- acloserlookattheoptimizationlandscapesofgenerativeadversarialnetworks
- aconstructivepredictionofthegeneralizationerroracrossscales
- acriticalanalysisofselfsupervisionorwhatwecanlearnfromasingleimage
- actionsemanticsnetworkconsideringtheeffectsofactionsinmultiagentsystems
- actorcriticprovablyfindsnashequilibriaoflinearquadraticmeanfieldgames
- adaptivecorrelatedmontecarloforcontextualcategoricalsequencegeneration
- adaptivestructuralfingerprintsforgraphattentionnetworks
- additivepowersoftwoquantizationanefficientnonuniformdiscretizationforneuralnetworks
- adjustablerealtimestyletransfer
- advectivenetaneulerianlagrangianfluidicreservoirforpointcloudprocessing
- adversarialautoaugment
- adversariallipschitzregularization
- adversariallyrobustrepresentationswithsmoothencoders
- adversariallyrobusttransferlearning
- adversarialpoliciesattackingdeepreinforcementlearning
- adversarialtrainingandprovabledefensesbridgingthegap
- aeotanewgenerativemodelbasedonextendedsemidiscreteoptimaltransport
- afaircomparisonofgraphneuralnetworksforgraphclassification
- aframeworkforrobustnesscertificationofsmoothedclassifiersusingfdivergences
- afunctionspaceviewofboundednorminfinitewidthrelunetsthemultivariatecase
- ageneralizedtrainingapproachformultiagentlearning
- alatentmorphologymodelforopenvocabularyneuralmachinetranslation
- albertalitebertforselfsupervisedlearningoflanguagerepresentations
- alearningbasediterativemethodforsolvingvehicleroutingproblems
- ametatransferobjectiveforlearningtodisentanglecausalmechanisms
- amrlaggregatedmemoryforreinforcementlearning
- amutualinformationmaximizationperspectiveoflanguagerepresentationlearning
- analysisofvideofeaturelearningintwostreamcnnsontheexampleofzebrafishswimboutclassification
- andthebitgoesdownrevisitingthequantizationofneuralnetworks
- aneuraldirichletprocessmixturemodelfortaskfreecontinuallearning
- anexponentiallearningrateschedulefordeeplearning
- aninductivebiasfordistancesneuralnetsthatrespectthetriangleinequality
- aprobabilisticformulationofunsupervisedtextstyletransfer
- arepretrainedlanguagemodelsawareofphrasessimplebutstrongbaselinesforgrammarinduction
- aretransformersuniversalapproximatorsofsequencetosequencefunctions
- asignalpropagationperspectiveforpruningneuralnetworksatinitialization
- assemblenetsearchingformultistreamneuralconnectivityinvideoarchitectures
- astochasticderivativefreeoptimizationmethodwithmomentum
- asymptoticsofwidenetworksfromfeynmandiagrams
- atargetagnosticattackondeepmodelsexploitingsecurityvulnerabilitiesoftransferlearning
- atheoreticalanalysisofthenumberofshotsinfewshotlearning
- atheoryofusableinformationundercomputationalconstraints
- atomnasfinegrainedendtoendneuralarchitecturesearch
- atstabilitysedgehowtoadjusthyperparameterstopreserveminimaselectioninasynchronoustrainingofneuralnetworks