UnderstandingtheOriginsofBiasinWordEmbeddingsMarc-EtienneBrunet12ColleenAlkalay-Houlihan1AshtonAnderson12RichardZemel12Abstract2013a)andGloVe(Penningtonetal.,2014)acquirestereo-typicalhumanBiasesfr...
BiasAlsoMatters:BiasAttributionforDeepNeuralNetworkExplanationShengjieWang1TianyiZhou1JefferyA.Bilmes2Abstractfunctions,utilizingmulti-layerarchitecturesandarichsetofpossiblehiddennon-linearities,m...
MitigatingBiasinAdaptiveDataGatheringviaDifferentialPrivacySethNeel1AaronRoth2Abstracttialclinicaltrialsmayhaltorre-allocatecertaintreatmentgroupsduetopreliminaryresults,andempiricalscientistsDatat...
ExplicitInductiveBiasforTransferLearningwithConvolutionalNetworksXuhongLI1YvesGRANDVALET1FranckDAVOINE1Abstractlearningfromthelarge-scaledatabaseofthesourcetaskandthisknowledgeisthentransferredtoth...
CharacterizingImplicitBiasinTermsofOptimizationGeometrySuriyaGunasekar1JasonLee2DanielSoudry3NathanSrebro1AbstractassociatedhyperparametercanchangetheimplicitBias.Forexample,Wilsonetal.(2017)showed...