SystematicAnalysisofClusterSimilarityIndices:HowtoValidateValidationMeasuresMartijnGo¨sgens1AlexeyTikhonov2LiudmilaProkhorenkova345Abstracttobedenselyinterconnected.Clusteringisusedacrossvariousap...
SparseBERT:RethinkingtheImportanceAnalysisinSelf-attentionHanShi1JiahuiGao2XiaozheRen3HangXu3XiaodanLiang4ZhenguoLi3JamesT.Kwok1AbstractincludetheBERT(Devlinetal.,2019),whichachievesstate-of-the-ar...
RNNRepair:AutomaticRNNRepairviaModel-basedAnalysisXiaofeiXie12WenboGuo3LeiMa452WeiLe6JianWang1LingjunZhou7XinyuXing3YangLiu1Abstractthewrongprediction(Koh&Liang,2017).Oncetherootcauseisidentified,u...
RissanenDataAnalysis:ExaminingDatasetCharacteristicsviaDescriptionLengthEthanPerez1DouweKiela2KyunghyunCho13Abstract12WeintroduceamethodtodetermineifacertainFigure1.Acapabilityfisusefulifitshortens...
PrincipalBitAnalysis:AutoencodingwithSchur-ConcaveLossSourbhBhadane1AaronB.Wagner1JayadevAcharya1Abstractandgareselectedthroughtrainingfromtheclassoffunc-Weconsideralinearautoencoderinwhichthetions...
PolicyAnalysisusingSyntheticControlsinContinuous-TimeAlexisBellot12MihaelavanderSchaar123Abstractoraverageinaneighbourhoodofcontrols)oftenprovidesamoreinformativecomparisonfortreatmenteffectestimat...
RegretandCumulativeConstraintViolationAnalysisforOnlineConvexOptimizationwithLongTermConstraintsXinleiYi1XiuxianLi2TaoYang3LihuaXie4TianyouChai3KarlH.Johansson1Abstractcationsinonlinebinaryclassifi...
Rate-DistortionAnalysisofMinimumExcessRiskinBayesianLearningHassanHafez-Kolahi1BehradMoniri2ShohrehKasaei1MahdiehSoleymaniBaghshah1Abstractinthisregardistostudylowerboundsontheexcessriskwhichcouldb...
LearningCurvesforAnalysisofDeepNetworksDerekHoiem1TanmayGupta2ZhizhongLi1MichalM.Shlapentokh-Rothman1Abstracttrapolateratherthanevaluateandhavetypicallyrequiredlarge-scaleexperimentsthatareoutsidet...
Kernel-BasedReinforcementLearning:AFinite-TimeAnalysisOmarD.Domingues12PierreMe´nard3MatteoPirotta4EmilieKaufmann15MichalValko156Abstractinthefaceofuncertainty(OFU,Jakschetal.2010)andThompsonSampl...
Finite-SampleAnalysisofOff-PolicyNaturalActor-CriticAlgorithmSajadKhodadadian∗1ZaiweiChen∗2SivaThejaMaguluri1AbstractAnACalgorithmcanbethoughtasageneralizedpolicyiter-ation(Puterman,1995),andcons...
FastStochasticBregmanGradientMethods:SharpAnalysisandVarianceReductionRadu-AlexandruDragomir12MathieuEven23HadrienHendrikx23Abstractgoalistorecoveranunknownsignalfromalargenumberofnoisyobservations...
FunctionalSpaceAnalysisofLocalGANConvergenceValentinKhrulkov1ArtemBabenko12IvanOseledets3Abstractousgradientdescent.InNagarajan&Kolter(2017)itwasshownthatundermildassumptions,thismethodislocallyRec...
DeepLearningforFunctionalDataAnalysiswithAdaptiveBasisLayersJunwenYao1JonasMueller2Jane-LingWang1Abstractindividualsubjectinourdataset.Withoutlossofgeneral-ityweassumethattheintervalis[0,1].Thecurv...
Catformer:DesigningStableTransformersviaSensitivityAnalysisJaredQuincyDavis12AlbertGu1KrzysztofChoromanski34TriDao1ChristopherRe1ChelseaFinn13PercyLiang1Abstracttoamelioratethesechallenges,theyrequ...
BilevelOptimization:ConvergenceAnalysisandEnhancedDesignKaiyiJi1JunjieYang1YingbinLiang1Abstractoptimization(Franceschietal.,2018;Shabanetal.,2019;Feurer&Hutter,2019),reinforcementlearning(Konda&Bi...
AnalysisofstochasticLanczosquadratureforspectrumapproximationTylerChen1ThomasTrogdon1ShashankaUbaru2Abstractdependingonjustthespectrum.Conversely,computingtheCESMrequiresexactknowledgeofalltheeigen...
AffineInvariantAnalysisofFrank-WolfeonStronglyConvexSetsThomasKerdreux1LewisLiu23SimonLacosteJulien2345DamienScieur43AbstractAlgorithm1Frank-WolfeAlgorithmLMOLine-searchItisknownthattheFrank-Wolfe(...
AFrameworkforPrivateMatrixAnalysisinSlidingWindowModelJalajUpadhyay1SarvagyaUpadhyay2AbstractAnalysis,includingmatrixAnalysis,accuratelycanleakpri-vateinformation(Narayanan&Shmatikov,2006).Asare-We...
AModularAnalysisofProvableAccelerationviaPolyak’sMomentum:TrainingaWideReLUNetworkandaDeepLinearNetworkJun-KunWang1Chi-HengLin2JacobAbernethy1Abstract1.IntroductionIncorporatingaso-called“momentu...