TrainingAdversariallyRobustSparseNetworksviaBayesianConnectivitySamplingOzanO¨zdenizci12RobertLegenstein1AbstractSeminalworkby(Szegedyetal.,2013)showedthatsuchadversarialexamplescanbecreatedviaper...
SparsewithinSparseGaussianProcessesusingNeighborInformationGia-LacTran12DimitriosMilios1PietroMichiardi1MaurizioFilippone1Abstract&Ghahramani,2005;Naish-Guzman&Holden,2007;Tit-sias,2009;Hensmanetal...
SparseFeatureSelectionMakesBatchReinforcementLearningMoreSampleEfficientBotaoHao1YaqiDuan2TorLattimore1CsabaSzepesva´ri13MengdiWang21Abstract1.IntroductionThispaperprovidesastatisticalanalysisofhi...
SparseBayesianLearningviaStepwiseRegressionSebastianAment1CarlaGomes1Abstractvariouslyreferredtoasafeatureoranatom.Thisproblemhasbeenstudiedextensively,resultinginmyriadexistingSparseBayesianLearni...
SparseandImperceptibleAdversarialAttackviaaHomotopyAlgorithmMingkangZhu1TianlongChen1ZhangyangWang1AbstractSparseadversarialattackscanfooldeepneural(a)otterhound(b)stingray(c)0=1803(d)0=12264networ...
Shortest-PathConstrainedReinforcementLearningforSparseRewardTasksSungryullSohn12SungtaeLee3JongwookChoi1HarmvanSeijen4MehdiFatemi4HonglakLee21AbstractMoreover,thesuccessoftheRLalgorithmheavilyhinge...
SigGPDE:ScalingSparseGaussianProcessesonSequentialDataMaudLemercier1CristopherSalvi2ThomasCass3EdwinV.Bonilla4TheodorosDamoulas1TerryLyons2AbstractvationsN,withnaïveapproacheshavingatimecomplexity...
PrincipalComponentHierarchyforSparseQuadraticProgramsRobbieVreugdenhil1VietAnhNguyen23ArminEftekhari4PeymanMohajerinEsfahani1Abstractspecifically,weconsidertheproblemWeproposeanovelapproximationhie...
PHEW:ConstructingSparseNetworksthatLearnFastandGeneralizeWellWithoutTrainingDataShreyasMalakarjunPatil1ConstantineDovrolis1Abstracterally,suchmethodsuseanedgescoringmechanismforeliminatingthelessim...
NonparametricDecompositionofSparseTensorsConorTillinghast1ShandianZhe1Abstractdecompositionisafundamentalframeworkformultiwaydataanalysis.Ingeneral,tensordecompositionaimstoes-Tensordecompositionis...
Multi-DimensionalClassificationviaSparseLabelEncodingBin-BinJia12Min-LingZhang13Abstractexistinvariousfields,e.g.,textclassification(Shatkayetal.,2008),bioinformatics(Rodr´ıguezetal.,2012),resour...
LeveragingSparseLinearLayersforDebuggableDeepNetworksEricWong1ShibaniSanturkar1AleksanderMa˛dry1Abstractmodel’sfailuremodesorevaluatecorrectiveinterventionswithoutin-depthproblem-specificstudies....
MindtheBox:l1-APGDforSparseAdversarialAttacksonImageClassifiersFrancescoCroce1MatthiasHein1Abstractexistasetofl1-basedattacks(Chenetal.,2018;Modasetal.,2019;Brendeletal.,2019;Croce&Hein,2020a;Wesho...
GeneratingimageswithSparserepresentationsCharlieNash1JacobMenick1SanderDieleman1PeterBattaglia1AbstractFigure1.ImagesoftenhaveSparsestructure,withsalientcontentdistributedunevenlyacrosslocations.Ou...
DenseforthePriceofSparse:ImprovedPerformanceofSparselyInitializedNetworksviaaSubspaceOffsetIlanPrice12JaredTanner12Abstract1.1.CompetingPrioritiesforSparseNetworksThatneuralnetworksmaybeprunedtohig...
BASELayers:SimplifyingTrainingofLarge,SparseModelsMikeLewis1ShrutiBhosale1TimDettmers12NamanGoyal1LukeZettlemoyer12AbstractWorker1Worker2Weintroduceanewbalancedassignmentofex-Re-routetooriginalwork...
SparseSinkhornAttentionYiTay1DaraBahri1LiuYang1DonaldMetzler1Da-ChengJuan1AbstractThispaperproposesanewmethodfor(1)reducingthemem-orycomplexityofthedot-productattentionmechanismandWeproposeSparseSi...
SparseSubspaceClusteringwithEntropy-NormLiangBai1JiyeLiang1Abstracthigh-dimensionaldatawhichisubiquitousinreal-worlddataminingapplications,suchasimageprocessing,textInthispaper,weprovideanexplicitt...