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标签“Private”的相关文档，共49条

Private Counting from Anonymous Messages Near-Optimal Accuracy with Vanishing Communication Overhead
PrivateCountingfromAnonymousMessages:Near-OptimalAccuracywithVanishingCommunicationOverheadBadihGhazi1RaviKumar1PasinManurangsi1RasmusPagh21Abstractprotectingpotentiallysensitive,user-speciﬁcinfor...
from Private Near-Optimal Anonymous Counting
2023-11-14 21:45:56953457.67 KB5
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Oracle Efficient Private Non-Convex Optimization
OracleEfﬁcientPrivateNon-ConvexOptimizationSethNeel1AaronRoth2GiuseppeVietri3ZhiweiStevenWu3Abstractandaparameterw∈W:argminwL(D,w).Thisgeneralclassofproblemsincludesclassicalempiricalriskminimiza...
Efficient Optimization Private Non-convex Oracle
2023-11-14 21:45:46538316.25 KB24
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On Differentially Private Stochastic Convex Optimization with Heavy-tailed Data
OnDifferentiallyPrivateStochasticConvexOptimizationwithHeavy-tailedDataDiWang12HanshenXiao3SriniDevadas3JinhuiXu1Abstractarethemostfundamentalproblemsinsupervisedlearningandstatistics.Theyﬁndnumer...
Optimization with on Stochastic Convex
2023-11-14 21:45:281156360.77 KB2
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New Oracle-Efficient Algorithms for Private Synthetic Data Release
NewOracle-EfﬁcientAlgorithmsforPrivateSyntheticDataReleaseGiuseppeVietri1GraceTian2MarkBun3ThomasSteinke4StevenWu1AbstractmensiondandadatasetD∈XnconsistingofthedataWepresentthreenewalgorithmsforc...
for Algorithms Data Synthetic Private
2023-11-14 21:45:231315338.13 KB22
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Instance-hiding Schemes for Private Distributed Learning
InstaHide:Instance-hidingSchemesforPrivateDistributedLearningYangsiboHuang1ZhaoSong2KaiLi1SanjeevArora2AbstracteralDataProtectionRegulation(GDPR)(Voigt&VondemBussche,2018).Howcanmultipledistributed...
Learning for Distributed Private Instance-hiding
2023-11-14 21:44:411774949.99 KB27
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Fast and Private Submodular and $k$-Submodular Functions Maximization with Matroid Constraints
FastandPrivateSubmodularandk-SubmodularFunctionsMaximizationwithMatroidConstraintsAkbarRaﬁey1YuichiYoshida2AbstractcombinatorialoptimizationproblemsincludingtheMaxi-mumCoverage,MaximumCut,andFacil...
Submodular Maximization and Fast Functions
2023-11-14 21:44:10629309.81 KB1
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Fair Learning with Private Demographic Data
FairLearningwithPrivateDemographicDataHusseinMozannar1MesrobOhannessian2NathanSrebro3Abstractﬁnancesandsimilarincomelevels.SupposingApplewastryingtomakesureitslearnedmodelwasnondiscrimina-Sensitiv...
Learning with Data Private Fair
2023-11-14 21:44:091002426.68 KB11
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Differentially Private Set Union
DifferentiallyPrivateSetUnionSivakanthGopi1PankajGulhane1JanardhanKulkarni1JudyHanwenShen12MiladShokouhi1SergeyYekhanin1AbstractintroducedintheseminalworkofDworketal.(2006),en-suresusersthestronges...
Set Differentially Private Union
2023-11-14 21:43:491143531.93 KB18
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Data-Dependent Differentially Private Parameter Learning for Directed Graphical Models
Data-DependentDifferentiallyPrivateParameterLearningforDirectedGraphicalModelsAmritaRoyChowdhury1TheodorosRekatsinas1SomeshJha12AbstractHence,learningandpubliclyreleasingtheparametersoftheprobabili...
Learning for Differentially Private Parameter
2023-11-14 21:43:421148778.34 KB8
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An end-to-end Differentially Private Latent Dirichlet Allocation Using a Spectral Algorithm
Anend-to-endDifferentiallyPrivateLatentDirichletAllocationUsingaSpectralAlgorithmChristopherDeCarolis1MukulRam1SeyedEsmaeili1Yu-XiangWang2FurongHuang1Abstractrameterestimationthatdescribesthegenera...
An Latent Dirichlet Allocation Differentially
2023-11-14 21:43:05602831.8 KB14
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(Locally) Differentially Private Combinatorial Semi-Bandits
(Locally)DifferentiallyPrivateCombinatorialSemi-BanditsXiaoyuChen1KaiZheng12ZixinZhou3YunchangYang4WeiChen5LiweiWang14Abstractbasearmsandalearner(orcalledaserver)interactswiththeenvironmentforTroun...
Differentially Private Combinatorial Locally Semi-Bandits
2023-11-14 17:19:251475463.61 KB24
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Sublinear Space Private Algorithms Under the Sliding Window Model
SublinearSpacePrivateAlgorithmsUndertheSlidingWindowModelJalajUpadhyay1Abstract2014a;b;Josephetal.,2018).Arelatedmodelthathasbeenstudiedwithprivacyconsiderationsisthatofcontinualre-TheDifferentialp...
Algorithms the under Private Space
2023-11-13 14:48:391086598.9 KB11
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Locally Private Bayesian Inference for Count Models
LocallyPrivateBayesianInferenceforCountModelsAaronSchein1ZhiweiStevenWu2AlexandraSchoﬁeld3MingyuanZhou4HannaWallach5AbstractTowardthatend,wepresentamethodforprivacy-preservingBayesianinferenceforP...
for Inference Models Bayesian Private
2023-11-13 14:47:4619042.99 MB26
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Differentially Private Learning of Geometric Concepts
DifferentiallyPrivateLearningofGeometricConceptsHaimKaplan12YishayMansour12YossiMatias2UriStemmer34AbstractPr[A(S)∈T]≤eε·Pr[A(S)∈T]+δ.WepresentdifferentiallyPrivateefﬁciental-Fornow,wecanthi...
Learning of Differentially Private Geometric
2023-11-13 14:46:531234385.12 KB6
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Differentially Private Empirical Risk Minimization with Non-convex Loss Functions
DifferentiallyPrivateEmpiricalRiskMinimizationwithNon-convexLossFunctionsDiWang1ChangyouChen1JinhuiXu1Abstractsultsobtainedfromsensitivedatasothatthedistributionoftheperturbedresultsisinsensitiveto...
with Differentially Private Non-convex Minimization
2023-11-13 14:46:52514201.08 KB20
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Differentially Private Fair Learning
DifferentiallyPrivateFairLearningMatthewJagielski1MichaelKearns2JiemingMao2AlinaOprea1AaronRoth2SaeedShariﬁ-Malvajerdi2JonathanUllman1Abstractregulationsoftenrestricttheuseof“sensitive”orprotect...
Learning Differentially Private Fair
2023-11-13 14:46:52581563.96 KB4
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Communication Complexity in Locally Private Distribution Estimation and Heavy Hitters
CommunicationComplexityinLocallyPrivateDistributionEstimationandHeavyHittersJayadevAcharya1ZitengSun1AbstractWasserman&Zhou,2010;Wainwrightetal.,2012;Chaud-hurietal.,2011)).DifferentialPrivacy(DP)(...
Complexity in Estimation Private Distribution
2023-11-13 14:46:4017971.21 MB5
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An Optimal Private Stochastic-MAB Algorithm based on Optimal Private Stopping Rule
AnOptimalPrivateStochastic-MABAlgorithmBasedonanOptimalPrivateStoppingRuleTouqirSajed1OrSheffet1Abstractexperimentsinmedicine(Robbins,1952),hasapplicationsinﬁeldssuchasranking(Kvetonetal.,2015),re...
An Algorithm on Optimal Private
2023-11-13 14:46:24879444.81 KB17
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Locally Private Hypothesis Testing
LocallyPrivateHypothesisTestingOrSheffet1AbstractIncontrast,thesubjectofthisworkisPrivatehypothe-sistestinginthelocal-model(orthedistributedmodel),WeinitiatethestudyofdifferentiallyPrivatehy-wherea...
Hypothesis Private Testing Locally
2023-11-13 12:00:05509672.14 KB14
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Local Private Hypothesis Testing Chi-Square Tests
LocalPrivateHypothesisTesting:Chi-SquareTestsMarcoGaboardi1RyanRogers2Abstractthatcanbeusedinplaceofthestandard,non-Privatehypoth-esistests(Uhleretal.,2013;Yuetal.,2014;Sheffet,2015;Thelocalmodelfo...
Hypothesis Local Private Testing Chi-square
2023-11-13 12:00:05595398.04 KB2
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