LeveragingGoodRepresentationsinLinearContextualBanditsMatteoPapini†1AndreaTirinzoni1MarcelloRestelli1AlessandroLazaric2MatteoPirotta2Abstractrangeofdomains,includingrecommendationsystems,on-Thelin...
CharacterizingFairnessOvertheSetofGoodModelsUnderSelectiveLabelsAmandaCoston1AsheshRambachan2AlexandraChouldechova3Abstractousmethodsforlearninganewthebestperformingmodelamongthosethatsatisfyachose...
LearningwithGoodFeatureRepresentationsinBanditsandinRLwithaGenerativeModelTorLattimore1CsabaSzepesva´ri23Gelle´rtWeisz1Abstractforlearninginbandits.TheideasbyDuetal.(2019)suggestthattheanswerisal...
HowGoodistheBayesPosteriorinDeepNeuralNetworksReally?FlorianWenzel1KevinRoth+2BastiaanS.Veeling+31JakubS´wia˛tkowski4+LinhTran5+StephanMandt6+JasperSnoek1TimSalimans1RodolpheJenatton1SebastianNow...
PACIdentificationofManyGoodArmsinStochasticMulti-ArmedBanditsArghyaRoyChaudhuri1ShivaramKalyanakrishnan1Abstractdecision,whichproducesareal-valuedreward.Therewardisdrawni.i.d.fromadistributioncorre...
GoodInitializationsofVariationalBayesforDeepModelsSimoneRossi1PietroMichiardi1MaurizioFilippone1AbstractAFTERPOORINITIALIZATIONAFTEROURINITIALIZATIONStochasticvariationalinferenceisanestablished22w...
Quickshift++:ProvablyGoodInitializationsforSample-BasedMeanShiftHeinrichJiang1JenniferJang2SamoryKpotufe3AbstractOneofthedrawbacksofthesetwoprocedures,aswellasmanymode-seekingbasedclusteringalgorit...
GreedisStillGood:MaximizingMonotoneSubmodular+Supermodular(BP)FunctionsWenruoBai1JeffreyA.Bilmes12AbstractoptimalchoiceateachstageinthehopeoffindingaGoodglobalsolution.Itisoneofthesimplest,mostwide...
DistributedandProvablyGoodSeedingsfork-MeansinConstantRoundsOlivierBachem1MarioLucic1AndreasKrause1Abstracttheoreticalguaranteeonthesolutionqualitywhilethesub-sequentrefinementusingLloyd’salgorith...