STRODE:StochasticBoundaryOrdinaryDifferentialEquationHengguanHuang1HongfuLiu1HaoWang2ChangXiao1YeWang1Abstract2018;Ulrichetal.,1998).Decouplingtheperceptionoftimeandcontentfromsensoryinputsiscrucia...
OpeningtheBlackbox:AcceleratingNeuralDifferentialEquationsbyRegularizingInternalSolverHeuristicsAvikPal12YingboMa2ViralShah2ChristopherRackauckas2345AbstractFigure1.TrainingandPredictionPerformance...
NeuralRoughDifferentialEquationsforLongTimeSeriesJamesMorrill12CristopherSalvi12PatrickKidger12JamesFoster12Abstractdirectwaytomodifythetrajectorygivensubsequentob-servations.Incontrast,thevectorfi...
Accuracy,Interpretability,andDifferentialPrivacyviaExplainableBoostingHarshaNori1RichCaruana1ZhiqiBu2JudyHanwenShen3JanardhanKulkarni1AbstractWhileGAMsweretraditionallyfitusingsmoothlow-orderspline...
StochasticDifferentialEquationswithVariationalWishartDiffusionsMartinJørgensen1MarcPeterDeisenroth2HughSalimbeni3AbstractWhymodeltheprocessnoise?Assumethatintheexampleabove,thetwostatesrepresentme...
SharpCompositionBoundsforGaussianDifferentialPrivacyviaEdgeworthExpansionQinqingZheng1JinshuoDong1QiLong1WeijieSu1Abstracttheprioralgorithms’output,anadversarycanadaptivelyanalyzethedatasettocause...
ScalableDifferentialPrivacywithCertifiedRobustnessinAdversarialLearningNhatHaiPhan1MyT.Thai2HanHu1RuomingJin3TongSun4DejingDou56Abstracttrainingdatatoconsistofbenignexamplesandadversar-ialexamplesc...
PrivateReinforcementLearningwithPACandRegretGuaranteesGiuseppeVietri1BorjaBalle2AkshayKrishnamurthy3StevenWu1Abstractingdataisavailablebeforehand.Whilethesetechniquescoveralargenumberofapplications...
PDO-eConvs:PartialDifferentialOperatorBasedEquivariantConvolutionsZhengyangShen1LingshenHe2ZhouchenLin2JinwenMa1AbstractasignificantadvantageofCNNsisthattheyareshiftequiv-ariant:shiftinganimageandt...
OptimalDifferentialPrivacyCompositionforExponentialMechanismsJinshuoDong12DavidDurfee2RyanRogers2Abstractsuchashyperparameterselection(LiuandTalwar,2019),privatePCA(Chaudhurietal.,2013),syntheticda...
Context-AwareLocalDifferentialPrivacyJayadevAcharya1K.A.Bonawitz2PeterKairouz2DanielRamage2ZitengSun13Abstractversion,localDifferentialprivacy(LDP)(Definition1),pro-videscontext-freeprivacyguarante...
BayesianDifferentialPrivacyforMachineLearningAlekseiTriastcyn1BoiFaltings1AbstractDespitenotableadvances,DifferentiallyprivateMLstillsuffersfromtwomajorproblems:(a)utilitylossduetoTraditionaldiffer...
PoissonSubsampledRenyiDifferentialPrivacyYuqingZhu1Yu-XiangWang1Abstract2016)forDifferentiallyprivatedeeplearning.NoisySGDiterativelyupdatesthemodelparametersasfollows:Weconsidertheproblemof"privac...
Graphical-modelbasedestimationandinferenceforDifferentialprivacyRyanMcKenna1DanielSheldon12GeromeMiklau1AbstractInferenceisacriticalcomponentofprivacymechanismsbecause:(i)itcanreduceerrorwhenanswer...
GOODE:AGaussianOff-The-ShelfOrdinaryDifferentialEquationSolverDavidN.John12VincentHeuveline2MichaelSchober3Abstractofapplicationareas,e.g.,indynamicalsystems,andop-timalcontrol.Recently,ODEshaveals...
DifferentialInclusionsforModelingNonsmoothADMMVariants:AContinuousLimitTheoryHuizhuoYuan1YurenZhou2ChrisJunchiLi3QingyunSun4AbstractorderoptimizationalgorithmssuchasNesterov’sacceler-atedgradientm...
ConditionalGradientMethodsviaStochasticPath-IntegratedDifferentialEstimatorAlpYurtsever1SuvritSra2VolkanCevher1AbstractarelatedworkbyHazan&Luo(2016)),constraineddeeplearningproblems(e.g.,Ravietal.(...
BoundingUserContributions:ABias-VarianceTrade-offinDifferentialPrivacyKareemAmin1AlexKulesza1AndresMun˜ozMedina1SergeiVassilvitskii1Abstractthatthepresenceofanysingleuserinthedatasetcannotbeaccura...
ImprovingtheGaussianMechanismforDifferentialPrivacy:AnalyticalCalibrationandOptimalDenoisingBorjaBalle1Yu-XiangWang23AbstracttheGaussianmechanismisthebuildingblockofprivateempiricalriskminimization...
Black-BoxVariationalInferenceforStochasticDifferentialEquationsThomasRyder12AndrewGolightly1A.StephenMcGough2DennisPrangle1Abstracterrorinvolvedconvergestozeroasthegridbecomesfiner.Parameterinferen...