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标签“Private”的相关文档，共49条

Private Alternating Least Squares Practical Private Matrix Completion with Tighter Rates
PrivateAlternatingLeastSquares:PracticalPrivateMatrixCompletionwithTighterRatesSteveChien1PrateekJain1WalidKrichene1SteffenRendle1ShuangSong1AbhradeepThakurta1LiZhang1Abstractknownuser-itemratingsm...
Matrix Completion Private Least Squares
2023-11-16 19:28:3119062.61 MB24
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Private Stochastic Convex Optimization Optimal Rates in L1 Geometry
PrivateStochasticConvexOptimization:OptimalRatesin1GeometryHilalAsi1VitalyFeldman2TomerKoren3KunalTalwar2AbstractInthisproblem(DP-SCO),givenni.i.d.samplesz1,...,znfromadistributionP,wewishtorelease...
Optimization Stochastic in Optimal Convex
2023-11-16 19:28:31776358.69 KB10
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Private Adaptive Gradient Methods for Convex Optimization
PrivateAdaptiveGradientMethodsforConvexOptimizationHilalAsi12JohnDuchi23AlirezaFallah41OmidJavidbakht5KunalTalwar5AbstractopingPrivatevariantsofstochasticgradientdescent(SGD),wherealgorithmsguarant...
Adaptive for Optimization Gradient Methods
2023-11-16 19:28:318272.19 MB24
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Practical and Private (Deep) Learning Without Sampling or Shuffling
PracticalandPrivate(Deep)LearningWithoutSamplingorShufﬂingPeterKairouz1BrendanMcMahan1ShuangSong1OmThakkar1AbhradeepThakurta1ZhengXu1Abstractinthecontextofdistributedsettingslikefederatedlearn-ing...
Learning Sampling and Deep without
2023-11-16 19:28:3019344.83 MB5
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PAPRIKA Private Online False Discovery Rate Control
PAPRIKA:PrivateOnlineFalseDiscoveryRateControlWanrongZhang1GautamKamath2RachelCummings3Abstractoflarge-scaledatasetsandeaseofdataanalysis,whilebene-ﬁcialtosociety,hascreatedaseverecrisisofreproduc...
Online Discovery Private Control False
2023-11-16 19:28:277698.51 MB20
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Oneshot Differentially Private Top-k Selection
OneshotDifferentiallyPrivateTop-kSelectionGangQiao1WeijieJ.Su2LiZhang3Abstractkitemswith(approximately)themaximumvaluesamongmgivenvalues.TheproblemofPrivatelyreportingtheBeingabletoefﬁcientlyandac...
Selection Differentially Private top-k Oneshot
2023-11-16 19:28:231601297.96 KB23
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Lossless Compression of Efficient Private Local Randomizers
LosslessCompressionofEfﬁcientPrivateLocalRandomizersVitalyFeldman1KunalTalwar1AbstractTheconceptofalocalrandomizerdatesbacktotheworkofWarner(1965)whereitwasusedtoencouragetruthful-LocallyDifferent...
of Efficient Local Private Compression
2023-11-16 19:05:10817460.31 KB2
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Locally Private k-Means in One Round
LocallyPrivatek-MeansinOneRoundAlisaChang1BadihGhazi1RaviKumar1PasinManurangsi1Abstractandpracticalpointsofview.Theresearchliteratureonk-meansisextensive,withnumerousapplicationsnotonlyinWeprovidea...
in Private k-Means One Locally
2023-11-16 19:05:10808673.77 KB8
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Leveraging Public Data for Practical Private Query Release
LeveragingPublicDataforPracticalPrivateQueryReleaseTerranceLiu1GiuseppeVietri2ThomasSteinke3JonathanUllman4ZhiweiStevenWu1AbstractInpractice,generatingaccuratedifferentiallyPrivatesyn-theticdataset...
for Data Private Leveraging Practical
2023-11-16 19:05:0714481.44 MB8
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Large Scale Private Learning via Low-rank Reparametrization
LargeScalePrivateLearningviaLow-rankReparametrizationDaYu12HuishuaiZhang2WeiChen2JianYin1Tie-YanLiu2AbstractFigure1.Theproposedreparametrizationscheme.Theresidualweightmakesthereparametrizedoutputt...
Learning Low-Rank via Private Scale
2023-11-16 18:46:421421471.01 KB7
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Differentially Private Sliced Wasserstein Distance
DifferentiallyPrivateSlicedWassersteinDistanceAlainRakotomamonjy12LivaRalaivola1AbstracttinousadvancesmadeinMachineLearning(ML).How-ever,asethicalandregulatoryconcernsbecomeprominentDevelopingmachi...
Differentially Private Wasserstein Sliced Distance
2023-11-16 18:31:0819731.78 MB7
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Differentially Private Quantiles
DifferentiallyPrivateQuantilesJenniferGillenwaterMatthewJosephAlexKuleszaAbstracttothisproblem.Informally,thedistributionoveradifferen-tiallyPrivatealgorithm’soutputsmustberelativelyinsen-Quantile...
Differentially Private Quantiles
2023-11-16 18:31:071371470.42 KB16
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Differentially Private Query Release Through Adaptive Projection
DifferentiallyPrivateQueryReleaseThroughAdaptiveProjectionSergulAydore1WilliamBrown12MichaelKearns13KrishnaramKenthapadi1LucaMelis1AaronRoth13AnkitSiva1AbstractGaussiannoise.Foradatasetofsizen,this...
Adaptive through Differentially Private Projection
2023-11-16 18:31:071663683.98 KB1
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Differentially Private Densest Subgraph Detection
DifferentiallyPrivateDensestSubgraphDetectionDungNguyen12AnilVullikanti12Abstract2018).However,networkproblemshavebeenproventobemuchharder,andPrivatealgorithmsformanyproblemsDensestsubgraphdetectio...
Subgraph Detection Differentially Private Densest
2023-11-16 18:31:0713561.17 MB6
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Differentially Private Correlation Clustering
DifferentiallyPrivateCorrelationClusteringMarkBun1MarekEliáš2JanardhanKulkarni3Abstractinformation,e.g.,fromtransactionrecordsandpersonalcommunications.Moreover,theinformationwehaveonCorrelationc...
Clustering Differentially Private Correlation
2023-11-16 18:31:071798308.29 KB17
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Differentially Private Bayesian Inference for Generalized Linear Models
DifferentiallyPrivateBayesianInferenceforGeneralizedLinearModelsTejasKulkarni1JoonasJa¨lko¨1AnttiKoskela2SamuelKaski13AnttiHonkela2Abstractontheregressioncoefﬁcients,suchasdeterminingwhichcoefﬁ...
for Inference Bayesian Differentially Private
2023-11-16 18:31:061148516.88 KB18
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Differentially Private Aggregation in the Shuffle Model Almost Central Accuracy in Almost a Single Message
DifferentiallyPrivateAggregationintheShufﬂeModel:AlmostCentralAccuracyinAlmostaSingleMessageBadihGhazi1RaviKumar1PasinManurangsi1RasmusPagh21AmerSinha3Abstractwithextensionsincluding(Private)distr...
Aggregation the in Differentially Private
2023-11-16 18:31:061787673.02 KB13
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DeepReDuce ReLU Reduction for Fast Private Inference
DeepReDuce:ReLUReductionforFastPrivateInferenceNandanKumarJha1ZahraGhodsi1SiddharthGarg1BrandonReagen1AbstractTest(top-1)accuracy(%)80DeepReDuceTherecentriseofprivacyconcernshasledre-75SAFENetsearc...
for Inference Reduction Fast Private
2023-11-16 18:31:021056415.62 KB2
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A Framework for Private Matrix Analysis in Sliding Window Model
AFrameworkforPrivateMatrixAnalysisinSlidingWindowModelJalajUpadhyay1SarvagyaUpadhyay2Abstractanalysis,includingmatrixanalysis,accuratelycanleakpri-vateinformation(Narayanan&Shmatikov,2006).Asare-We...
for Matrix Analysis in Private
2023-11-16 17:52:041584761.96 KB4
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Private Query Release Assisted by Public Data
PrivateQueryReleaseAssistedbyPublicDataRaefBassily1AlbertCheu2ShayMoran3AleksandarNikolov4JonathanUllman2ZhiweiStevenWu5Abstracterrorα.Acentralquestioninthisproblemisconcernedwithcharacterizingthe...
by Data Private Release Query
2023-11-14 21:45:561066545.6 KB6
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