"Fairness"的相关文档

标签“Fairness”的相关文档，共29条

Testing Group Fairness via Optimal Transport Projections
TestingGroupFairnessviaOptimalTransportProjectionsNianSi1KarthyekMurthy2JoseBlanchet1VietAnhNguyen13AbstractAnaturalﬁrstexplanationforthereportedalgorithmicbi-asesisthatthedatausedtotrainthealgori...
via Optimal Transport Group Fairness
2023-11-16 19:42:031800496.48 KB24
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Regularized Online Allocation Problems Fairness and Beyond
RegularizedOnlineAllocationProblems:FairnessandBeyondSantiagoBalseiro12HaihaoLu32VahabMirrokni2Abstractapublishertypicallysignscontractswithmanyadvertisersagreeingtodeliveraﬁxednumberofimpressions...
Online and Beyond Allocation Fairness
2023-11-16 19:28:231073710.11 KB3
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Fairness of Exposure in Stochastic Bandits
FairnessofExposureinStochasticBanditsLequnWang1YiweiBai1WenSun1ThorstenJoachims1AbstractWhilemaximizinguserresponsesmayarguablybeintheinterestoftheplatformanditsusersatleastintheshortterm,Contextua...
of Stochastic in Bandits Fairness
2023-11-16 18:38:081268949.6 KB27
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Fairness for Image Generation with Uncertain Sensitive Attributes
FairnessforImageGenerationwithUncertainSensitiveAttributesAjilJalal1SushrutKarmalkar2JessicaHoffmann2AlexandrosG.Dimakis1EricPrice2Abstractrecentcontroversieshaveeruptedoverhowcurrentmachinelearnin...
for Generation with Image Fairness
2023-11-16 18:38:0715395.37 MB16
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Fairness and Bias in Online Selection
FairnessandBiasinOnlineSelectionJose´Correa1Andre´sCristi1PaulDu¨tting2AshkanNorouzi-Fard2Abstractalsoitnaturallyencompassesmanyreal-worlddecisionmak-ingprocesseswherebiasedevaluationsshouldbeav...
Online Selection and in Fairness
2023-11-16 18:38:071334605.75 KB19
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Characterizing Fairness Over the Set of Good Models Under Selective Labels
CharacterizingFairnessOvertheSetofGoodModelsUnderSelectiveLabelsAmandaCoston1AsheshRambachan2AlexandraChouldechova3Abstractousmethodsforlearninganewthebestperformingmodelamongthosethatsatisfyachose...
of the Set Good Fairness
2023-11-16 18:11:19629413.99 KB3
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Blind Pareto Fairness and Subgroup Robustness
BlindParetoFairnessandSubgroupRobustnessNataliaMartinez1MartinBertran1AfroditiPapadaki2MiguelRodrigues2GuillermoSapiro1Abstract2019).OnepopularnotionisgroupFairness,wherethealgorithmhasaccesstoaset...
and Fairness Robustness Blind Pareto
2023-11-16 18:07:378776.67 MB19
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Approximate Group Fairness for Clustering
ApproximateGroupFairnessforClusteringBoLi1LijunLi2AnkangSun3ChenhaoWang4YingfanWang5Abstractinunsupervisedlearning–speciﬁcally,centroidclustering.Acanonicalclusteringproblemisdescribedas:givenaWe...
for Approximate Clustering Group Fairness
2023-11-16 18:00:321011808.68 KB25
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Two Simple Ways to Learn Individual Fairness Metric from Data
TwoSimpleWaystoLearnIndividualFairnessMetricsfromDataDebarghyaMukherjee1MikhailYurochkin2MoulinathBanerjee1YuekaiSun1Abstractfeaturespaceinto(non-overlapping)protectedsubsetsandimposesinvarianceoft...
simple to Learn individual Fairness
2023-11-14 21:46:531266499.66 KB28
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Model-Agnostic Characterization of Fairness Trade-offs
FACT:ADiagnosticforGroupFairnessTrade-offsJoonSikKim12JiahaoChen3AmeetTalwalkar14AbstractFairness,whichmeasureshowagroupofindividualswithcertainprotectedattributesaretreateddifferentlyfromotherGrou...
of Fairness Model-Agnostic Characterization trade-offs
2023-11-14 21:45:1216421.79 MB6
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Minimax Pareto Fairness A Multi Objective Perspective
MinimaxParetoFairness:AMultiObjectivePerspectiveNataliaMartinez1MartinBertran1GuillermoSapiro1Abstractgorithmswhoseoutputsareindependentofthesensitiveattributegiventheobjective’sgroundtruth(e.g.,E...
Fairness Minimax Perspective Objective Pareto
2023-11-14 21:45:1014431.18 MB27
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Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics
MeasuringNon-ExpertComprehensionofMachineLearningFairnessMetricsDebjaniSaha1CandiceSchumann1DuncanC.McElfresh1JohnP.Dickerson1MichelleL.Mazurek1MichaelCarlTschantz2AbstractofFairnesscanhavesigniﬁc...
Learning of Machine Fairness Measuring
2023-11-14 21:45:081441426.82 KB6
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Is There a Trade-Off Between Fairness and Accuracy A Perspective Using Mismatched Hypothesis Testing
IsThereaTrade-OffBetweenFairnessandAccuracy?APerspectiveUsingMismatchedHypothesisTestingSanghamitraDutta12DennisWei1HazarYueksel1Pin-YuChen1SijiaLiu1KushR.Varshney1Abstract2012;Agarwaletal.,2018;Ha...
and Fairness is There Accuracy
2023-11-14 21:44:4518251.11 MB18
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Causal Modeling for Fairness In Dynamical Systems
CausalModelingforFairnessinDynamicalSystemsElliotCreager12DavidMadras12ToniannPitassi12RichardZemel12Abstractforaparticulardomain(e.g.lending(Mouzannaretal.,2019),hiring(Hu&Chen,2018),recommendatio...
for in Causal Systems Fairness
2023-11-14 21:43:23665599.37 KB8
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Bounding the Fairness and accuracy of classifiers from population statistics
BoundingtheFairnessandAccuracyofClassiﬁersfromPopulationStatisticsSivanSabato12andEladYom-Tov2AbstractFairnesswithrespecttothestateofresidence(assumingaUS-basedpopulation).AccuracyandFairnessareea...
of and the Fairness Classifiers
2023-11-14 21:43:197591.1 MB13
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(Individual) Fairness for k-Clustering
IndividualFairnessfork-ClusteringSepidehMahabadi1AliVakilian2Abstract2019;Pessach&Shmueli,2020))and(2)designingefﬁcientalgorithmswithrespecttotheadditionalpropertiescausedWegivealocalsearchbasedal...
for k-Clustering individual Fairness
2023-11-14 17:19:251923446.1 KB23
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Training Well-Generalizing Classifiers for Fairness Metrics and Other Data-Dependent Constraints
TrainingWell-GeneralizingClassiﬁersforFairnessMetricsandOtherData-DependentConstraintsAndrewCotter1MayaGupta1HeinrichJiang1NathanSrebro2KarthikSridharan3SerenaWang1BlakeWoodworth2SeungilYou4Abstra...
for and Fairness Classifiers Training
2023-11-13 14:48:501156390.48 KB23
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The Implicit Fairness Criterion of Unconstrained Learning
TheImplicitFairnessCriterionofUnconstrainedLearningLydiaT.Liu1MaxSimchowitz1MoritzHardt1Abstractormoresensitiveattributes,aswellasarelatedcriterioncalledsufﬁciency(e.g.,Barocasetal.,2018),atthecos...
Learning of the Fairness Implicit
2023-11-13 14:48:4513035.39 MB5
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Obtaining Fairness using Optimal Transport Theory
ObtainingFairnessusingOptimalTransportTheoryEustasiodelBarrio1FabriceGamboa2PaulaGordaliza21Jean-MichelLoubes2Abstractwereferto(Zafaretal.,2017)or(Friedleretal.,2018).Inthefairclassiﬁcationsetup,w...
Using Optimal Transport Theory Fairness
2023-11-13 14:48:011336571.19 KB16
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Guarantees for Spectral Clustering with Fairness Constraints
GuaranteesforSpectralClusteringwithFairnessConstraintsMattha¨usKleindessner1SamiraSamadi2PranjalAwasthi1JamieMorgenstern2AbstracttostudyappropriatenotionsofFairnessforunsupervisedlearningsettings(...
for with Guarantees Clustering Spectral
2023-11-13 14:47:231335610.74 KB15
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