On-OffCenter-SurroundReceptiveFieldsforAccurateandRobustImageClassificationZahraBabaiee1RaminHasani2MathiasLechner3DanielaRus2RaduGrosu1AbstractOOCS-CNNFeedForwardRobustnesstovariationsinlightingco...
OnlineLearningwithOptimismandDelayGenevieveFlaspohler12FrancescoOrabona3JudahCohen4SoukaynaMouatadid5MirunaOprescu6PauloOrenstein7LesterMackey6Abstractialonlinelearningalgorithmsproviderobustperfor...
OnlineA-OptimalDesignandActiveLinearRegressionXavierFontaine1PierrePerrault2MichalValko3VianneyPerchet45Abstractwaytoconstructanestimatoristomakeexperimentsandtogatherdataontheestimand.Inthepolling...
OneforOne,orAllforAll:EquilibriaandOptimalityofCollaborationinFederatedLearningAvrimBlum1NikaHaghtalab2RichardLanasPhillips3HanShao1Abstractpitals(Wenetal.,2019;Powell,2019)anddevices(McMa-han&Rama...
RegularizedOnlineAllocationProblems:FairnessandBeyondSantiagoBalseiro12HaihaoLu32VahabMirrokni2Abstractapublishertypicallysignscontractswithmanyadvertisersagreeingtodeliverafixednumberofimpressions...
RegretandCumulativeConstraintViolationAnalysisforOnlineConvexOptimizationwithLongTermConstraintsXinleiYi1XiuxianLi2TaoYang3LihuaXie4TianyouChai3KarlH.Johansson1Abstractcationsinonlinebinaryclassifi...
RandomizedDimensionalityReductionforFacilityLocationandSingle-LinkageClusteringShyamNarayanan1SandeepSilwal1PiotrIndyk1OrZamir2Abstractthosealgorithmssufferfromlargerunningtimes,especiallyiftheinpu...
OnReward-FreeRLwithKernelandNeuralFunctionApproximations:Single-AgentMDPandMarkovGameShuangQiu1JiepingYe1ZhaoranWang2ZhuoranYang3Abstractislargeandfunctionapproximatorssuchasneuralnetworksareemploy...
OnReinforcementLearningwithAdversarialCorruptionandItsApplicationtoBlockMDPTianhaoWu12YunchangYang3SimonS.Du4LiweiWang35Abstractisvulnerabletocorrupteddatastemmingfrommaliciousentities(Huangetal.,2...
OnLowerBoundsforStandardandRobustGaussianProcessBanditOptimizationXuCai1JonathanScarlett12Abstractgunovicetal.,2016;Wang&Jegelka,2017;Janzetal.,2020),andalgorithm-independentlowerboundshavebeenInth...
OnaCombinationofAlternatingMinimizationandNesterov’sMomentumSergeyGuminov123PavelDvurechensky423NazariiTupitsa123AlexanderGasnikov123Abstractandsparserecovery(Daubechiesetal.,2010).ThefamousExpect...
OfMomentsandMatching:AGame-TheoreticFrameworkforClosingtheImitationGapGokulSwamy1SanjibanChoudhury2J.andrewBagnell12ZhiweiStevenWu3AbstractE()f()E()f()E()f()Weprovideaunifyingviewofalargefamilyof(a...
NondeterminismandInstabilityinNeuralNetworkOptimizationCeciliaSummers1MichaelJ.Dinneen1Abstractwasteful,usingmorecomputingpower,increasingthetimerequiredforeffectiveresearch,andmakingreproducibilit...
NoiseandFluctuationofFiniteLearningRateStochasticGradientDescentKangqiaoLiu1LiuZiyin1MasahitoUeda123AbstractandTeh,2011).Whenthenoiseisduetominibatchsam-pling,thenoiseiscalledtheSGDnoiseorminibatch...
NetworkInferenceandInfluenceMaximizationfromSamplesWeiChen1XiaomingSun23JialinZhang23ZhijieZhang23Abstractnodescalledseedstakessomepieceofinformation(news,ideasoropinions,etc.),andtheinformationspr...
NecessaryandSufficientConditionsforCausalFeatureSelectioninTimeSerieswithLatentCommonCausesAtalantiA.Mastakouri1Bernhard,Schölkopf12Dominik,Janzing1Abstractdiscoveryofthecausalgraphfromdataislarge...
Near-OptimalRepresentationLearningforLinearBanditsandLinearRLJiachenHu1XiaoyuChen1ChiJin2LihongLi3LiweiWang14AbstractWhilerepresentationlearninghasachievedtremendoussuc-cessinavarietyofapplications...
Near-optimalAlgorithmsforExplainablek-Mediansandk-MeansKonstantinMakarychev1LirenShan1Abstractscriptionisnotnecessarilyeasytointerpretforahuman.Everyk-mediansork-meansclusteringisdefinedbyasetWecon...
NarrowMargins:Classification,MarginsandFatTailsFrancoisBuet-Golfouse1Abstractmanetal.,2000;Schapireetal.,1997)and(Mangasarian,1999),considerthecaseofalinearclassifier(e.g.,logisticItiswell-knowntha...
MultiplicativeNoiseandHeavyTailsinStochasticOptimizationLiamHodgkinson1MichaelW.Mahoney1Abstract(orquenching)perspective,examinesconvergenceeitherinexpectation(Chenetal.,2019;Zhouetal.,2018;GowerAl...