DisambiguationofWeakSupervisionleadingtoExponentialConvergenceratesVivienCabannes1FrancisBach1AlessandroRudi1Abstractsupervisedlearningareusuallybasedoncleverheuristics,andtheoreticalfoundationsofl...
AdversarialMulticlassLearningunderWeakSupervisionwithPerformanceGuaranteesAlessioMazzetto1CyrusCousins1DylanSam1StephenH.Bach1EliUpfal1Abstractconflictwithoneanother.Weassumeaccesstoonlyasmallamoun...
FastandThree-rious:SpeedingUpWeakSupervisionwithTripletMethodsDanielY.Fu1MayeeF.Chen1FredericSala1SarahM.Hooper2KayvonFatahalian1ChristopherRe´1Abstract2012);itdrivesapplicationsusedbybillionsofpe...
FairGenerativeModelingviaWeakSupervisionKristyChoi1AdityaGrover1TrishaSingh2RuiShu1StefanoErmon1Abstractdiscriminatorynatureofsuchsystemsandwaystomitigateit(Podestaetal.,2014).Forexample,somenatura...
LearningDependencyStructuresforWeakSupervisionModelsParomaVarma1FredericSala2AnnHe2AlexanderRatner2ChristopherRe´2Abstracttreatingthetruelabelasalatentvariable(Alfonsecaetal.,2012;Takamatsuetal.,2...
TrainingNeuralMachineswithTrace-BasedSupervisionMatthewB.Mirman1DimitarDimitrov1PavleDjordjevic1TimonGehr1MartinVechev1AbstractadditionalamountsofSupervisionprovidedtotheseinter-pretablecomponentsd...
HierarchicalLong-termVideoPredictionwithoutSupervisionNevanWichers1RubenVillegas2DumitruErhan1HonglakLee1AbstractPopularvideopredictionapproachesfocusonrecursivelyobservingthegeneratedframestomakep...