TowardBetterGeneralizationBoundswithLocallyElasticStabilityZhunDeng1HangfengHe2WeijieJ.Su3Abstractvarietyofapproachesfromstatisticallearningtheory(Vap-nik,1979;2013;Bartlett&Mendelson,2002;Bousquet...
Parameter-freeLocallyAcceleratedConditionalGradientsAlejandroCarderera1JelenaDiakonikolas2CheukYin(Eric)Lin2SebastianPokutta3Abstracttions(Jaggi,2013;Garber,2016;Hazan&Luo,2016;Braunetal.,2017;2019...
LocallyAdaptiveLabelSmoothingforPredictiveChurnDaraBahri1HeinrichJiang1Abstractaswewillshowlaterintheexperiments.Thus,evenanoptimizedtrainingprocedurecanleadtohighpredictionTrainingmodernneuralnetw...
LocallyPersistentExplorationinContinuousControlTaskswithSparseRewardsSusanAmin12MaziarGomrokchi12HosseinAboutalebi34HarshSajita12DoinaPrecup12Abstractcallforacleverexplorationstrategythatexposesthe...
OnePolicytoControlThemAll:SharedModularPoliciesforAgent-AgnosticControlWenlongHuang1IgorMordatch2DeepakPathak34AbstractFigure1.Ourgoalinthisprojectistotrainasinglegeneral-purposepolicycontrollertha...
(Locally)DifferentiallyPrivateCombinatorialSemi-BanditsXiaoyuChen1KaiZheng12ZixinZhou3YunchangYang4WeiChen5LiweiWang14Abstractbasearmsandalearner(orcalledaserver)interactswiththeenvironmentforTroun...
LocallyPrivateBayesianInferenceforCountModelsAaronSchein1ZhiweiStevenWu2AlexandraSchofield3MingyuanZhou4HannaWallach5AbstractTowardthatend,wepresentamethodforprivacy-preservingBayesianinferenceforP...
CommunicationComplexityinLocallyPrivateDistributionEstimationandHeavyHittersJayadevAcharya1ZitengSun1AbstractWasserman&Zhou,2010;Wainwrightetal.,2012;Chaud-hurietal.,2011)).DifferentialPrivacy(DP)(...
LocallyPrivateHypothesisTestingOrSheffet1AbstractIncontrast,thesubjectofthisworkisprivatehypothe-sistestinginthelocal-model(orthedistributedmodel),Weinitiatethestudyofdifferentiallyprivatehy-wherea...