FederatedLearningunderArbitraryCommunicationPatternsDmitriiAvdyukhin1ShivaPrasadKasiviswanathan2AbstractThecanonicalfederatedlearningprobleminvolveslearningasingle,globalstatisticalmodelfromdatasto...
ACFlow:FlowModelsforArbitraryConditionalLikelihoodsYangLi1ShoaibAkbar2JunierB.Oliva1Abstractchinelearning.Thesemodelslearnanapproximationoftheunderlyingdatadistributionandarecapableofdrawingre-Unde...
NonconvexVarianceReducedOptimizationwithArbitrarySamplingSamuelHorváth1PeterRichtárik123Abstractwherexcorrespondstotheparametersdefiningamodel,fi(x)isthelossofthemodelxassociatedwithdatapointWepr...
NearoptimalfinitetimeidentificationofArbitrarylineardynamicalsystemsTuhinSarkar1AlexanderRakhlin2Abstractpopularlinearfeedbackcontrolsystemfoundinavarietyofdevices,fromplanetarysoftlandingsystemsfo...
Complementary-LabelLearningforArbitraryLossesandModelsTakashiIshida12GangNiu2AdityaKrishnaMenon3MasashiSugiyama21AbstractInthispaper,weconsiderlearningfromanothernaturaltypeofweaksupervisioncalledc...
DeepLinearNetworkswithArbitraryLoss:AllLocalMinimaAreGlobalThomasLaurent1JamesH.vonBrecht2Abstractdeepnonlinearnetworksduringtraining(Saxeetal.,2014).Resultsofthissortprovideasmallpieceofevidenceth...
CrowdsourcingwithArbitraryAdversariesMattha¨usKleindessner1PranjalAwasthi1Abstracttosolvetoomanytasksandthedatacuratorwantingtogethigh-qualitylabelsatalowprice.ThecanonicalexampleMostexistingworks...
RobustGaussianGraphicalModelEstimationwithArbitraryCorruptionLingxiaoWang1QuanquanGu1Abstracttheprecisionmatrix⇥⇤correspondstoparameterestima-tion,andspecifyingthenon-zerosetof⇥⇤correspondstoWe...