TrainingQuantizedNeuralNetworkstoGlobalOptimalityviaSemidefiniteProgrammingBurakBartan1MertPilanci1Abstractdimensionsusingsemidefiniteprogramming(Bartan&Pi-lanci,2021).Inthiswork,wetakeasimilarconv...
ThinkGlobalandActLocal:BayesianOptimisationoverHigh-DimensionalCategoricalandMixedSearchSpacesXingchenWan1VuNguyen2HuongHa3BinxinRu1CongLu1MichaelA.Osborne1Abstractlow-dimensionalnorcontinuous:many...
OntheProofofGlobalConvergenceofGradientDescentforDeepReLUNetworkswithLinearWidthsQuynhNguyen1Abstracttrainingdata,thentheoutputatlayerlisgivenbyWegiveasimpleprooffortheGlobalconver-genceofgradien...
GraphCutsAlwaysFindaGlobalOptimumforPottsModels(WithaCatch)HunterLang1DavidSontag1AravindanVijayaraghavan2Abstractcomputervision.Thesealgorithmsarepopularbecausetheyaresimpleandefficient,andtheyret...
GlobalOptimalityBeyondTwoLayers:TrainingDeepReLUNetworksviaConvexProgramsTolgaErgen1MertPilanci1AbstractOutputUnderstandingthefundamentalmechanismbe-Inputhindthesuccessofdeepneuralnetworksisoneofth...
GlobalRhythmStyleTransferWithoutTextTranscriptionsKaizhiQian12YangZhang12ShiyuChang12JinjunXiong2ChuangGan12DavidCox12MarkHasegawa-Johnson3Abstractwhichthespeakerexpressesthecontent.Therearetwomajo...
GlobalConvergenceofPolicyGradientforLinear-QuadraticMean-FieldControl/GameinContinuousTimeWeichenWang1JiequnHan2ZhuoranYang3ZhaoranWang4Abstractmorerealisticreal-worldproblems,suchasroboticcontrol(...
GlobalinducingpointvariationalposteriorsforBayesianneuralnetworksanddeepGaussianprocessesSebastianW.Ober1LaurenceAitchison2Abstractspecifyafamilyofapproximateposteriorsovertheweights,withtheclassic...
FromLocaltoGlobalNormEmergence:DissolvingSelf-reinforcingSubstructureswithIncrementalSocialInstrumentsYiweiLiu1234JiamouLiu4KaibinWan1ZhanQin56ZijianZhang24BakhadyrKhoussainov34LiehuangZhu2Abstract...
AcceleratingGossipSGDwithPeriodicGlobalAveragingYimingChen1KunYuan1YingyaZhang1PanPan1YinghuiXu1WotaoYin1AbstractMETHODEPOCHACC.%TIME(HRS.)CommunicationoverheadhindersthescalabilityPARALLELSGD12076...
AScalableDeterministicGlobalOptimizationAlgorithmforClusteringProblemsKaixunHua1MingfeiShi1YankaiCao1AbstractThedifferentdefinitionsofcostfunctioninducedifferenttypesofclusteringalgorithms.Inthispa...
StochasticRank:GlobalOptimizationofScale-FreeDiscreteFunctionsAlekseiUstimenko1LiudmilaProkhorenkova123AbstractTodealwiththediscretestructureofarankingloss,onecanusesomesmoothapproximation,whichise...
OntheGlobalOptimalityofModel-AgnosticMeta-Learning:ReinforcementLearningandSupervisedLearningLingxiaoWang1QiCai1ZhuoyanYang2ZhaoranWang1Abstracttimization,wheretheinnerlevelsolveseachsubtaskbasedon...
OntheGlobalConvergenceRatesofSoftmaxPolicyGradientMethodsJinchengMei12ChenjunXiao1CsabaSzepesva´ri31DaleSchuurmans21Abstracttheyguaranteemonotonicimprovementofthevalue.Asec-ondaryappealisthatpolic...
DecentralizedReinforcementLearning:GlobalDecision-MakingviaLocalEconomicTransactionsMichaelChang1SidhantKaushik1S.MatthewWeinberg2ThomasL.Griffiths2SergeyLevine1Abstract1.IntroductionThispaperseeks...
GlobalConcavityandOptimizationinaClassofDynamicDiscreteChoiceModelsYidingFeng1EkaterinaKhmelnitskaya2DenisNekipelov2Abstract1.IntroductionDiscretechoicemodelswithunobservedhetero-Dynamicdiscretecho...
GradientDescentFindsGlobalMinimaofDeepNeuralNetworksSimonS.Du1JasonD.Lee2HaochuanLi34LiweiWang54XiyuZhai6AbstractThesecondmysteriousphenomenonintrainingdeepneuralnetworksis“deepernetworksareharder...
GlobalConvergenceofBlockCoordinateDescentinDeepLearningJinshanZeng12TimTsz-KitLau3Shao-BoLin4YuanYao2AbstractinGogames(Silveretal.,2016).DeeplearninghasarousedextensiveattentiondueThepracticaloptim...
NetworkGlobalTestingbyCountingGraphletsJiashunJin1ZhengTracyKe2ShengmingLuo1AbstractForeachnode,weassignaProbabilityMassFunctionConsideralargesocialnetworkwithpossi-(PMF)πi=(πi(1),πi(2),···,...
GlobalConvergenceofPolicyGradientMethodsfortheLinearQuadraticRegulatorMaryamFazel1RongGe2ShamM.Kakade1MehranMesbahi1Abstract2016)andAtarigameplaying(Mnihetal.,2015).Deepreinforcementlearning(DeepRL...