StatisticalEstimationfromDependentDataYuvalDagan1ConstantinosDaskalakis1NishanthDikkala2SurbhiGoel3VardisKandiros1Abstractonxi,i.e.thatWeconsiderageneralStatisticalestimationprob-nlemwhereinbinaryl...
EfficientStatisticalTests:ANeuralTangentKernelApproachShengJia12EhsanNezhadarya3YuhuaiWu12JimmyBa12Abstractformaximizingthetestpower(Liuetal.,2020;Gaoetal.,2020).Thesemethodshavebeenshowntoempirica...
DiffusionSourceIdentificationonNetworkswithStatisticalConfidenceQuinlanDawkins1TianxiLi2HaifengXu1Abstractleakageproblems(Newmanetal.,2002;Halperin&Al-mogy,2002;Xu&Ren,2016).ThenegativeimpactsstemD...
AStatisticalPerspectiveonDistillationAdityaKrishnaMenon1AnkitSinghRawat1SashankJ.Reddi1SeungyeonKim1SanjivKumar1Abstractetal.,2019).OnecommonlyacceptedintuitionfromHintonetal.(2015)isthattheteacher...
IdentifyingStatisticalBiasinDatasetReplicationLoganEngstrom1AndrewIlyas1ShibaniSanturkar1DimitrisTsipras1JacobSteinhardt2AleksanderMa˛dry1Abstractaprocessknownasdatasetreplication.Thoughnotyetwide...
SharpStatisticalGuaranteesforAdversariallyRobustGaussianClassificationChenDan1YutingWei1PradeepRavikumar1Abstractfarlessunderstood.Inthispaper,wetakeasteptowardsthisend.Adversarialrobustnesshasbeco...
EfficientnonparametricStatisticalinferenceonpopulationfeatureimportanceusingShapleyvaluesBrianD.Williamson1JeanFeng2AbstractLikewise,vaccineresearchersmaywanttoknowthemostimportantmolecularphenotyp...
Computational-StatisticalTradeoffsinInferringCombinatorialStructuresofIsingModelYingJin1ZhaoranWang2JunweiLu3Abstractman,2004)studiesrelationshipsamongobservedcellularsusinggraphicalmodels,andinsoc...
Trimmingthe1Regularizer:StatisticalAnalysis,Optimization,andApplicationstoDeepLearningJihunYun1PengZheng2EunhoYang13Aure´lieC.Lozano4AleksandrAravkin2Abstractconstraintsontheestimationparameters.S...
TheOddsareOdd:AStatisticalTestforDetectingAdversarialExamplesKevinRoth1YannicKilcher1ThomasHofmann1Abstract2017;Trame`retal.,2017).Thisapparentvulnerabilityisworrisomeasdeepnetsstarttoproliferatein...
StatisticalFoundationsofVirtualDemocracyAnsonKahng1MinKyungLee1RiteshNoothigattu1ArielD.Procaccia1AlexandrosPsomas1Abstractpledilemmas;second,learnmodelsoftheirpreferences,whichgeneralizetoany(prev...
OntheStatisticalrateofnonlinearrecoveryingenerativemodelswithheavy-taileddataXiaohanWei1ZhuoranYang2ZhaoranWang3Abstract1.IntroductionWeconsiderestimatingahigh-dimensionalvec-Considerarandompair(x,...
EntropicGANsmeetVAEs:AStatisticalApproachtoComputeSampleLikelihoodsinGANsYogeshBalaji1HamedHassani2RamaChellappa3SoheilFeizi1Abstract1.IntroductionBuildingonthesuccessofdeeplearning,twoLearninggene...
DiscoveringConditionallySalientFeatureswithStatisticalGuaranteesJaimeRoqueroGimenez1JamesZou2AbstractingsomeStatisticalcontrolontherateoffalsediscoveries.Thisproblemhasbeenextensivelystudiedinthest...
AStatisticalInvestigationofLongMemoryinLanguageandMusicAlexanderGreaves-Tunnell1ZaidHarchaoui1Abstractundoubtedlyhelpful,suchheuristicsarerarelydefinedwithrespecttoanunderlyingmathematicalorstatist...
RevealingCommonStatisticalBehaviorsinHeterogeneousPopulationsAndreyZhitnikov1RotemMulayoff1TomerMichaeli1Abstractanalysis(Hagleretal.,2006),etc.Groupanalysesoftenrelyontheassumptionthatallsubjectsi...
ImplicitRegularizationinNonconvexStatisticalEstimation:GradientDescentConvergesLinearlyforPhaseRetrievalandMatrixCompletionCongMa1KaizhengWang1YuejieChi2YuxinChen3Abstract1.IntroductionRecentyearsh...
Byzantine-RobustDistributedLearning:TowardsOptimalStatisticalRatesDongYin1YudongChen2KannanRamchandran1PeterBartlett13Abstractasworkermachines(McMahan&Ramage,2017;Konecˇny`etal.,2016).Suchmachines...
TheStatisticalRecurrentUnitJunierB.Oliva1Barnaba´sPo´czos1JeffSchneider1Abstractinggradientscanbemitigatedwithtechniqueslikegradientclippingandnormalization(Pascanuetal.,2013),vanish-Sophisticate...
TensorBalancingonStatisticalManifoldMahitoSugiyama12HiroyukiNakahara3KojiTsuda456AbstractGiventensorAStatisticalmanifold(duallyatRiemannianmanifold)Wesolvetensorbalancing,rescalinganNthor-dernonneg...