UnderstandingandMitigatingAccuracyDisparityinRegressionJianfengChi1YuanTian1GeoffreyJ.Gordon2HanZhao3Abstractcases,BuolamwiniandGebru(2018)showedthatnotableAccuracydisparityexistsacrossdifferentrac...
Accuracy,Interpretability,andDifferentialPrivacyviaExplainableBoostingHarshaNori1RichCaruana1ZhiqiBu2JudyHanwenShen3JanardhanKulkarni1AbstractWhileGAMsweretraditionallyfitusingsmoothlow-orderspline...
AccuracyontheLine:OntheStrongCorrelationBetweenOut-of-DistributionandIn-DistributionGeneralizationJohnMiller1RohanTaori2AditiRaghunathan2ShioriSagawa2PangWeiKoh2VaishaalShankar1PercyLiang2YairCarmo...
PrivateCountingfromAnonymousMessages:Near-OptimalAccuracywithVanishingCommunicationOverheadBadihGhazi1RaviKumar1PasinManurangsi1RasmusPagh21Abstractprotectingpotentiallysensitive,user-specificinfor...
AnInvestigationofWhyOverparameterizationExacerbatesSpuriousCorrelationsShioriSagawa1AditiRaghunathan1PangWeiKoh1PercyLiang1AbstractUnderparameterizedOverparameterizedWestudywhyoverparameterization...
CausalStrategicLinearRegressionYonadavShavit1BenjaminL.Edelman1BrianAxelrod2Abstractthen,aresomemodelskepthiddenfromtheviewofthosesubjecttotheirdecisions?Inmanypredictivedecision-makingscenarios,su...
IsThereaTrade-OffBetweenFairnessandAccuracy?APerspectiveUsingMismatchedHypothesisTestingSanghamitraDutta12DennisWei1HazarYueksel1Pin-YuChen1SijiaLiu1KushR.Varshney1Abstract2012;Agarwaletal.,2018;Ha...
FastDeterministicCURMatrixDecompositionwithAccuracyAssuranceYasutoshiIda12SekitoshiKanai1YasuhiroFujiwara3TomoharuIwata3KohTakeuchi24HisashiKashima24Abstractthedatamatrix.Namely,thedecomposedmatric...
EvaluatingMachineAccuracyonImageNetVaishaalShankar1RebeccaRoelofs2HoriaMania1AlexFang1BenjaminRecht1LudwigSchmidt1AbstractInthispaper,wecontextualizeprogressonImageNetbycomparingawiderangeofImageNe...
BoundingtheFairnessandAccuracyofClassifiersfromPopulationStatisticsSivanSabato12andEladYom-Tov2Abstractfairnesswithrespecttothestateofresidence(assumingaUS-basedpopulation).Accuracyandfairnessareea...
TheoreticallyPrincipledTrade-offbetweenRobustnessandAccuracyHongyangZhang12YaodongYu3JiantaoJiao4EricP.Xing15LaurentElGhaoui4MichaelI.Jordan4Abstractblocksforarangeofsecurity-criticalsystemsandappl...
Memory-OptimalDirectConvolutionsforMaximizingClassificationAccuracyinEmbeddedApplicationsAlbertGural1BorisMurmann1Abstract(IoT),themachinelearningmodelistrainedonaserverandsubsequentlydeployedacros...
ImprovingthePrivacyandAccuracyofADMM-BasedDistributedAlgorithmsXueruZhang1MohammadMahdiKhalili1MingyanLiu1Abstractinteractiveprocessoflocalcomputationandmessagepass-ing,whichideallyshouldresultinal...