TractableStructuredNatural-GradientDescentUsingLocalParameterizationsWuLin1FrankNielsen2MohammadEmtiyazKhan3MarkSchmidt14AbstractFinally,manyrobustorglobaloptimizationtechniquesem-ployq(w)tosmootho...
ThinkGlobalandActLocal:BayesianOptimisationoverHigh-DimensionalCategoricalandMixedSearchSpacesXingchenWan1VuNguyen2HuongHa3BinxinRu1CongLu1MichaelA.Osborne1Abstractlow-dimensionalnorcontinuous:many...
Self-supervisedGraph-levelRepresentationLearningwithLocalandGlobalStructureMinghaoXu1HangWang1BingbingNi1HongyuGuo2JianTang345Abstract2020).Thesemethodsareusuallytrainedinasupervisedfashion,whichre...
LosslessCompressionofEfficientPrivateLocalRandomizersVitalyFeldman1KunalTalwar1AbstractTheconceptofaLocalrandomizerdatesbacktotheworkofWarner(1965)whereitwasusedtoencouragetruthful-LocallyDifferent...
LocalCorrelationClusteringwithAsymmetricClassificationErrorsJafarJafarov1SanchitKalhan2KonstantinMakarychev2YuryMakarychev3Abstractteringproblemhasfounduseinavarietyofapplications,suchasco-referenc...
LocalAlgorithmsforFindingDenselyConnectedClustersPeterMacgregor1HeSun1Abstract1.1.OurContributionLocalgraphclusteringisanimportantalgorithmicWestudyLocalgraphclusteringforlearningthestructuretechni...
ExponentiallyManyLocalMinimainQuantumNeuralNetworksXuchenYou12XiaodiWu12Abstractso-calledvariationalquantummethod(e.g.,Peruzzoetal.(2014)),arethemajorcandidatesofapplicationsthatcanbeQuantumNeuralN...
FunctionalSpaceAnalysisofLocalGANConvergenceValentinKhrulkov1ArtemBabenko12IvanOseledets3Abstractousgradientdescent.InNagarajan&Kolter(2017)itwasshownthatundermildassumptions,thismethodisLocallyRec...
FromLocaltoGlobalNormEmergence:DissolvingSelf-reinforcingSubstructureswithIncrementalSocialInstrumentsYiweiLiu1234JiamouLiu4KaibinWan1ZhanQin56ZijianZhang24BakhadyrKhoussainov34LiehuangZhu2Abstract...
FromLocalStructurestoSizeGeneralizationinGraphNeuralNetworksGiladYehudai1EthanFetaya2EliMeirom1GalChechik12HaggaiMaron1AbstractFigure1.WestudytheabilityofGNNstogeneralizefromsmalltolargegraphs,focu...
Communication-EfficientDistributedSVDviaLocalPowerIterationsXiangLi1ShusenWang2KunChen1ZhihuaZhang1AbstractWheneithernordisbig,thedatamatrixA∈Rn×dmaynotfitinthememory,makingstandardsingle-machine...
Byzantine-ResilientHigh-DimensionalSGDwithLocalIterationsonHeterogeneousDataDeepeshData1SuhasDiggavi1Abstract(Deanetal.,2012)(e.g.,trainingamachinelearningmodelwithoutcollectingtheclients’data,whi...
Bias-VarianceReducedLocalSGDforLessHeterogeneousFederatedLearningTomoyaMurata12TaijiSuzuki23Abstractsetofthewholedatasetwhichisnotexplicitlyexchanged.Inrecentfederatedlearning,introducedbyKonecˇny...
ThompsonSamplingviaLocalUncertaintyZhendongWang1MingyuanZhou1Abstractbecomeacommonpractice.Sincethemodeltraininganddatacollectionusuallyhappenatthesametime,themodelThompsonsamplingisanefficientalgo...
RevisitingSpatialInvariancewithLow-RankLocalConnectivityGamaleldinF.Elsayed1PrajitRamachandran1JonathonShlens1SimonKornblith1AbstractH1:Spatialinvarianceisagoodinductivebias.H2:Spatialinvarianceiso...
PuzzleMix:ExploitingSaliencyandLocalStatisticsforOptimalMixupJang-HyunKim12000Choo12HyunOhSong12Wo0n0h1o002003Abstract004Input1InputMixupPuzzleMix(zonly)Whiledeepneuralnetworksachievegreatper-005fo...
p-NormFlowDiffusionforLocalGraphClusteringKimonFountoulakis1DiWang2ShenghaoYang1Abstract1.IntroductionLocalgraphclusteringandthecloselyrelatedseedGraphsareubiquitouswhenitcomestomodelingrelation-se...
Information-TheoreticLocalMinimaCharacterizationandRegularizationZhiweiJia1HaoSu1Abstractinitionsof“flatness/sharpness”havebeenintroducedandanalyzed(Keskaretal.,2017;Neyshaburetal.,2018;2017;Rece...
DecentralizedReinforcementLearning:GlobalDecision-MakingviaLocalEconomicTransactionsMichaelChang1SidhantKaushik1S.MatthewWeinberg2ThomasL.Griffiths2SergeyLevine1Abstract1.IntroductionThispaperseeks...