ConsistentregressionwhenobliviousoutliersoverwhelmTommasod’Orsi1GlebNovikov1DavidSteurer1Abstract1.IntroductionWeconsiderarobustlinearregressionmodelLinearregressionisafundamentaltaskinstatistics:...
ConsistentNonparametricMethodsforNetworkAssistedCovariateEstimationXueyuMao1DeepayanChakrabarti2PurnamritaSarkar3Abstractforinvestigatingprivacyinsocialnetworks,amongothers.Thus,ageneralsolutiontot...
ForecastingSequentialDataUsingConsistentKoopmanAutoencodersOmriAzencot1N.BenjaminErichson2VanessaLin2MichaelW.Mahoney2Abstractchallengeandmoreover,modelingshort-termdependenciesmightalsobeaffectedd...
FastandConsistentLearningofHiddenMarkovModelsbyIncorporatingNon-ConsecutiveCorrelationsRobertMattila1CristianR.Rojas1EricMoulines23VikramKrishnamurthy4BoWahlberg1Abstractcomputationalbiology(Durbin...
ConsistentStructuredPredictionwithMax-MinMarginMarkovNetworksAlexNowak-Vila1FrancisBach1AlessandroRudi1Abstractdictionmistakesarenotequallycostly.Insequencepre-diction,forinstance,thenumberofpossib...
ConsistentEstimatorsforLearningtoDefertoanExpertHusseinMozannar1DavidSontag1Abstractobstaclesarelimitingcompleteautomation,anintermediatesteptoautomatingthistaskwillbetheuseofmodelsasLearningalgori...
BreakingthegridlockinMixture-of-Experts:ConsistentandEfficientAlgorithmsAshokVardhanMakkuva1SewoongOh2SreeramKannan3PramodViswanath1Abstract1.IntroductionMixture-of-Experts(MoE)isawidelypopularInth...
EfficientandConsistentAdversarialBipartiteMatchingRizalFathony1SimaBehpour1XinhuaZhang1BrianD.Ziebart1Abstractattractiveformalismforposingawiderangeofproblems,includingrecognizingcorrespondencesins...
ConsistentOn-LineOff-PolicyEvaluationAssafHallak1ShieMannor1Abstractthetestingpopulation,andsub-optimalpoliciescanhavelifethreateningeffects(Hochbergetal.,2016).OPEcanTheproblemofon-lineoff-policye...
Consistentk-ClusteringSilvioLattanzi1SergeiVassilvitskii2Abstractlatedinthek-serverproblem,whichhasbeenthesubjectofintensestudy(Bansaletal.,2015;Manasseetal.,1990).Thestudyofonlinealgorithmsandcomp...