OnReward-FreeRLwithKernelandNeuralFunctionApproximations:Single-AgentMDPandMarkovGameShuangQiu1JiepingYe1ZhaoranWang2ZhuoranYang3AbstractislargeandfunctionapproximatorssuchasNeuralnetworksareemploy...
AnalyzingMonotonicLinearInterpolationinNeuralNetworkLossLandscapesJamesLucas12JuhanBae12MichaelR.Zhang12StanislavFort3RichardZemel12RogerGrosse12AbstractFigure1.MonotoniclinearinterpolationforaResN...
OnExplainabilityofGraphNeuralNetworksviaSubgraphExplorationsHaoYuan1HaiyangYu1JieWang2KangLi3ShuiwangJi1Abstract2018;Wangetal.,2019),andgraphpooling(Yuan&Ji,2020;Gao&Ji,2019;Zhangetal.,2018).Howeve...
OnEnergy-BasedModelswithOverparametrizedShallowNeuralNetworksCarlesDomingo-Enrich1AlbertoBietti2EricVanden-Eijnden1JoanBruna12Abstracttionaltoexp{−f(x)}.Suchenergy-basedmodels(EBMs)originateinstat...
NondeterminismandInstabilityinNeuralNetworkOptimizationCeciliaSummers1MichaelJ.Dinneen1Abstractwasteful,usingmorecomputingpower,increasingthetimerequiredforeffectiveresearch,andmakingreproducibilit...
NeuralSymbolicRegressionthatScalesLucaBiggio12TommasoBendinelli2AlexanderNeitz3AurelienLucchi1GiambattistaParascandolo13AbstractTheprocessofdiscoveringsymbolicexpressionsfromex-perimentaldataishard...
NeuralTangentGeneralizationAttacksChia-HungYuan1Shan-HungWu1Abstractdata.TheymaynotwanttheirdatabeingusedtotrainamasssurveillancemodelormusicgeneratorthatviolatesTheremarkableperformanceachievedbyD...
NeuralTransformationLearningforDeepAnomalyDetectionBeyondImagesChenQiu12TimoPfrommer1MariusKloft2StephanMandt3MajaRudolph1Abstractformationsareuseful,anditishardtodesignthesetrans-formationsmanuall...
NeuralPharmacodynamicStateSpaceModelingZeshanHussain1RahulG.Krishnan2DavidSontag1Abstractsub-type(Zhangetal.,2019b).Todothesetaskswell,under-standinghowapatient’sbiomarkersevolveovertimegivenModel...
NeuralRoughDifferentialEquationsforLongTimeSeriesJamesMorrill12CristopherSalvi12PatrickKidger12JamesFoster12Abstractdirectwaytomodifythetrajectorygivensubsequentob-servations.Incontrast,thevectorfi...
NeuralSDEsasInfinite-DimensionalGANsPatrickKidger12JamesFoster12XuechenLi3HaraldOberhauser12TerryLyons12Abstractstochasticdifferentialequations(NeuralSDEs),suchasTzen&Raginsky(2019a);Lietal.(2020);...
NeuralFeatureMatchinginImplicit3DRepresentationsYunluChen1BasuraFernando2HakanBilen3ThomasMensink41EfstratiosGavves1AbstractsourceappearancefeaturefittingmatchingRecently,Neuralimplicitfunctionshav...
NeuralArchitectureSearchwithoutTrainingJosephMellor1JackTurner2AmosStorkey2ElliotJ.Crowley3Abstractshiftfromdesigningarchitecturestodesigningalgorithmsthatsearchforcandidatearchitectures(Elskenetal...
MorphVAE:GeneratingNeuralMorphologiesfrom3D-WalksusingaVariationalAutoencoderwithSphericalLatentSpaceSophieLaturnus1PhilippBerens123Abstractputsitreceivesandwherethecomputedoutputsaresentto(Hilleta...
ModelingHierarchicalStructureswithContinuousRecursiveNeuralNetworksJishnuRayChowdhury1CorneliaCaragea1Abstractsomeofthesestructure-awaremethods(Shenetal.,2019a;Qianetal.,2020)alsoexhibitbettersyste...
OntheRandomConjugateKernelandNeuralTangentKernelZhengmianHu1HengHuang1Abstractduetothedifficultiesraisedbythenon-convexityofthelossfunctionandthecomplicationofoptimizationmethods.Weinvestigatethedi...
Meta-learningHyperparameterPerformancePredictionwithNeuralProcessesYingWei1PeilinZhao2JunzhouHuang2AbstractFreefromthelimitationsofexhaustivesearch(Bergstra&Bengio,2012)beingcomputationallyexpensiv...
LearningNeuralNetworkSubspacesMitchellWortsman1MaxwellHorton2CarlosGuestrin2AliFarhadi2MohammadRastegari2AbstractFigure1.SchematicforlearningalineofNeuralnetworkscom-paredwithstandardtraining.Themi...
LearningDeepNeuralNetworksunderAgnosticCorruptedSupervisionBoyangLiu1MengyingSun1DingWang1Pang-NingTan1JiayuZhou1Abstractduringtraining.Bydetectingandfiltering(orre-weighting)thepossiblecorruptedsa...