DiscriminativeAdversarialSearchforAbstractiveSummarizationThomasScialom12Paul-AlexisDray1SylvainLamprier2BenjaminPiwowarski23JacopoStaiano1Abstracttrainingtime,resultinginpoorgenerationoutputs.Wein...
Fairk-CenterClusteringforDataSummarizationMattha¨usKleindessner1PranjalAwasthi1JamieMorgenstern2AbstractseveralexamplesofunsavoryMLbehaviorpertainingtounsupervisedlearningtasks,suchasgenderstereot...
ScalableDeletion-RobustSubmodularMaximization:DataSummarizationwithPrivacyandFairnessConstraintsEhsanKazemi1MortezaZadimoghaddam2AminKarbasi1Abstract(Bachetal.,2013),websearchandmining(Borodinetal....
FairandDiverseDPP-BasedDataSummarizationL.ElisaCelis1VijayKeswani1DamianStraszak1AmitDeshpande2TarunKathuria3NisheethK.Vishnoi1Abstractunder-representationofwomeninsearchresults(Kayetal.,2015).Conc...
DataSummarizationatScale:ATwo-StageSubmodularApproachMarkoMitrovic1EhsanKazemi1MortezaZadimoghaddam2AminKarbasi1AbstractdriverssuggestedwaitinglocationsacrossNewYorkCitybasedonhistoricalriderpick-u...
DifferentiallyPrivateSubmodularMaximization:DataSummarizationinDisguiseMarkoMitrovic1MarkBun12AndreasKrause3AminKarbasi1AbstractKirchhoff&Bilmes,2014;Siposetal.,2012),crowdteach-ing(Singlaetal.,201...
Deletion-RobustSubmodularMaximization:DataSummarizationwith“theRighttobeForgotten”BaharanMirzasoleiman1AminKarbasi2AndreasKrause1Abstractinganygivendatapointearlierhelpsmorethanselectingitlater.H...
CoresetsforVectorSummarizationwithApplicationstoNetworkGraphsDanFeldman1SedatOzer2DanielaRus2Abstractgroups,gatheringplaces,collectiveactivitypatterns,etc.Thereareseveralkeychallengestoachievethese...