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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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Trainable Calibration Measures for Neural Networks from Kernel Mean Embeddings
TrainableCalibrationMeasuresForNeuralNetworksFromKernelMeanEmbeddingsAviralKumar1SunitaSarawagi1UjjwalJain1Abstractlearnedmodelsfeedintodecisionsystemsorarehumanin-terpreted.Alsocalibrationisuseful...
Neural for from Networks Calibration
2023-11-13 12:00:551447689.32 KB23
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A Unified View of Multi-Label Performance Measures
AUniﬁedViewofMulti-LabelPerformanceMeasuresXi-ZhuWu1Zhi-HuaZhou1Abstracteachinstancecanbeassociatedwithmultiplelabelssimul-taneously.Forexample,itisdifﬁculttotellwhichmistakeMulti-labelclassiﬁca...
of Multi-label Unified View Performance
2023-11-12 20:45:36587564.14 KB20
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