"Fairness"的相关文档

标签“Fairness”的相关文档，共29条

Fairness without Harm Decoupled Classifiers with Preference Guarantees
FairnesswithoutHarm:DecoupledClassiﬁerswithPreferenceGuaranteesBerkUstun1YangLiu2DavidC.Parkes1AbstractManyoftheproposedmethodsforfairmachinelearninghaveaimedtobuildmodelsthatpredictorperforminthe...
with without Decoupled Fairness Classifiers
2023-11-13 14:47:0814833.74 MB5
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Fairness risk measures
FairnessRiskMeasuresRobertC.Williamson1AdityaKrishnaMenon2AbstractabstractedearlierdeﬁnitionsofFairnessbyframingtheprob-lemintermsofsubgrouplosses.Intuitively,theseworksEnsuringthatclassiﬁersaren...
Fairness Risk Measures
2023-11-13 14:47:071058459.41 KB16
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Compositional Fairness Constraints for Graph Embeddings
CompositionalFairnessConstraintsforGraphEmbeddingsAvishekJoeyBose12WilliamL.Hamilton123AbstractSensitiveAttributesLearninghigh-qualitynodeembeddingsisakeybuildingblockformachinelearningmodelsthatGe...
for Embeddings Graph Fairness Constraints
2023-11-13 14:46:42585381.33 KB3
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Preventing Fairness Gerrymandering Auditing and Learning for Subgroup Fairness
PreventingFairnessGerrymandering:AuditingandLearningforSubgroupFairnessMichaelKearns1SethNeel1AaronRoth1ZhiweiStevenWu2AbstractOnemainattractionofstatisticaldeﬁnitionsofFairnessisthattheycaninprin...
Learning for and Fairness Preventing
2023-11-13 12:00:27790536.62 KB25
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Nonconvex Optimization for Regression with Fairness Constraints
NonconvexOptimizationforRegressionwithFairnessConstraintsJunpeiKomiyama1AkikoTakeda12JunyaHonda12HajimeShimao3Abstractindefaultingonloans,directapplicationofmachinelearn-ingalgorithmwouldhighlylike...
for Optimization with Regression Fairness
2023-11-13 12:00:161257294.08 KB5
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Fairness Without Demographics in Repeated Loss Minimization
FairnessWithoutDemographicsinRepeatedLossMinimizationTatsunoriB.Hashimoto12MeghaSrivastava1HongseokNamkoong3PercyLiang1AbstractJurgensetal.,2017),dependencyparsing(Blodgettetal.,2016),part-of-speec...
in without Minimization Fairness Loss
2023-11-13 11:59:32556701.22 KB28
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Blind Justice Fairness with Encrypted Sensitive Attributes
BlindJustice:FairnesswithEncryptedSensitiveAttributesNikiKilbertus12Adria`Gasco´n34MattKusner34MichaelVeale5KrishnaP.Gummadi6AdrianWeller23Abstractthishassomeintuitiveappealandjustiﬁcation(Grgic...
with Fairness Attributes Blind Justice
2023-11-13 11:59:10818767.45 KB21
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Meritocratic Fairness for Cross-Population Selection
MeritocraticFairnessforCross-PopulationSelectionMichaelKearns1AaronRoth1ZhiweiStevenWu1Abstractthenumberofcandidateseachyearissmall,simplycom-paringeachcandidatetotheirdirectcompetitorsthisyearWeco...
for Selection Fairness Meritocratic Cross-Population
2023-11-12 20:44:471612368.94 KB3
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Fairness in Reinforcement Learning
FairnessinReinforcementLearning⇤ShahinJabbariMatthewJosephMichaelKearnsJamieMorgensternAaronRoth1Abstracttingswherehistoricalcontextcanhaveadistinctinﬂuenceonthefuture.Forconcreteness,weconsidert...
Learning Reinforcement in Fairness
2023-11-12 20:44:221927530.97 KB21
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