SymmetricSpacesforGraphEmbeddings:AFinsler-RiemannianApproachFedericoLo´pez1BeatricePozzetti2SteveTrettel3MichaelStrube1AnnaWienhard2AbstractFigure1.Symmetricspaceshavearichstructureoftotallygeode...
MarginalContributionFeatureImportance-anAxiomaticApproachforExplainingDataAmnonCatav1BoyangFu2YazeedZoabi3AhuvaWeiss-Meilik4NoamShomron3JasonErnst256SriramSankararaman257RanGilad-Bachrach8Abstract1...
LearningfromBiasedData:ASemi-ParametricApproachPatriceBertail1StephanCle´menc¸on2YannickGuyonvarch2NathanNoiry2AbstractdistributionPand:Z×Θ→R+isagivenlossfunc-Weconsiderriskminimizationproblem...
GraphNorm:APrincipledApproachtoAcceleratingGraphNeuralNetworkTrainingTianleCai12ShengjieLuo345KeyuluXu6DiHe7Tie-YanLiu7LiweiWang34Abstract2017).Empirically,GNNshavesucceededinavarietyoftaskssuchasc...
EfficientStatisticalTests:ANeuralTangentKernelApproachShengJia12EhsanNezhadarya3YuhuaiWu12JimmyBa12Abstractformaximizingthetestpower(Liuetal.,2020;Gaoetal.,2020).Thesemethodshavebeenshowntoempirica...
DecidingWhattoLearn:ARate-DistortionApproachDilipArumugam1BenjaminVanRoy1Abstractofinformationthat,whileinsufficienttofullyidentifytheenvironment,sufficestoguideeffectivedecisions.Then,Agentsthatle...
CRPO:ANewApproachforSafeReinforcementLearningwithConvergenceGuaranteeTengyuXu1YingbinLang1GuanghuiLan2AbstractMind,2019)andrecommendationsystem(Zhengetal.,2018),etc.Inthesesettings,theagentisallowe...
ConvexVST:AConvexOptimizationApproachtoVariance-stabilizingTransformationMengfanWang1BoyuLyu1GuoqiangYu1AbstractVSTproblemhasbeenthesubjectofextensivetheoreticalandexperimentalstudiesbecauseofitsbr...
ADeepReinforcementLearningApproachtoMarginalizedImportanceSamplingwiththeSuccessorRepresentationScottFujimoto1DavidMeger1DoinaPrecup1AbstractApproachcanhavesignificantlylowervariancethantradi-tiona...
ARegretMinimizationApproachtoIterativeLearningControlNamanAgarwal1EladHazan12AnirudhaMajumdar12KaranSingh3Abstractoffactors.Theprimarychallengewefocusoninthispa-peristheexistenceofunmodeleddeviatio...
AProbabilisticApproachtoNeuralNetworkPruningXinQian1DiegoKlabjan1AbstractcalledtheLotteryTicketHypothesis(LTH).Ramanujanetal.(2020)furtherconjecturethat,asufficientlyover-Neuralnetworkpruningtechni...
OnaProjectiveEnsembleApproachtoTwoSampleTestforEqualityofDistributionsZhimeiLi1YaowuZhang1Abstracttestingfortheequalityoftwodistributions,i.e.,Inthiswork,weproposearobusttestforthemul-H0:F=GversusH...
HypernetworkApproachtoGeneratingPointCloudsPrzemysławSpurek1SebastianWinczowski1JacekTabor1MaciejZamorski23MaciejZieba23TomaszTrzcin´ski43AbstractFigure1.MeshrepresentationsgeneratedbyourHyperClo...
FR-Train:AMutualInformation-BasedApproachtoFairandRobustTrainingYujiRoh1KangwookLee2StevenEuijongWhang1ChanghoSuh1Abstracttomersbasedonsensitiveattributesincludingage,sex,orreligion.Inaddition,asap...
AnImitationLearningApproachforCacheReplacementEvanZheranLiu12MiladHashemi2KevinSwersky2ParthasarathyRanganathan2JunwhanAhn2AbstractCacheEvictABDABDAccessesABCProgramexecutionspeedcriticallydependso...
Anend-to-endApproachfortheverificationproblem:learningtherightdistanceJoa˜oMonteiro12IsabelaAlbuquerque1JahangirAlam12RDevonHjelm34TiagoFalk1Abstractsettings,bottlenecklayersofautoencodersaswellas...
AnEMApproachtoNon-autoregressiveConditionalSequenceGenerationZhiqingSun1YimingYang1Abstractconditionalprobabilityofygivenxisfactorizedas:Autoregressive(AR)modelshavebeenthedomi-TnatingApproachtocon...
ASimplerApproachtoAcceleratedStochasticOptimization:IterativeAveragingMeetsOptimismPooriaJoulani1AnantRaj2Andra´sGyo¨rgy1CsabaSzepesva´ri13Abstractblynon-smooth)convexfunction.Whenφ=0,andgivena...
AQuantile-basedApproachforHyperparameterTransferLearningDavidSalinas1HuibinShen2ValerioPerrone2Abstractproblembyplacingaprobabilisticmodel,typicallyaGaus-sianprocess(GP),onthefunctiontominimize;the...
ASequentialSelfTeachingApproachforImprovingGeneralizationinSoundEventRecognitionAnuragKumar1VamsiKrishnaIthapu1Abstractsoundeventstoproduceexemplars.Theseexemplarsthendrivethetrainingmodulesinsuper...