PointwiseBinaryClassificationwithPairwiseConfidenceComparisonsLeiFeng1SenlinShu2NanLu34BoHan54MiaoXu64GangNiu4BoAn7MasashiSugiyama43Abstractweaklysupervisedlearningproblems(Zhou,2018)havebeenextens...
LearningBinaryDecisionTreesbyArgminDifferentiationValentinaZantedeschi12MattJ.Kusner2VladNiculae3Abstractquadraticprogram(relaxedfromMIP)WeaddresstheproblemoflearningBinarydeci-siontreesthatpartiti...
EfficientMessagePassingfor0–1ILPswithBinaryDecisionDiagramsJan-HendrikLange1PaulSwoboda2Abstractent,Frank-Wolfeanddualblockcoordinateascent(DBCA)methods.TheDBCAapproach,alsocalledmessagepass-Wepre...
BesovFunctionApproximationandBinaryClassificationonLow-DimensionalManifoldsUsingConvolutionalResidualNetworksHaoLiu1MinshuoChen2TuoZhao2WenjingLiao3AbstractThesuccessofdeeplearningclearlydemonstrat...
BinaryClassificationfromMultipleUnlabeledDatasetsviaSurrogateSetClassificationNanLu12ShidaLei1GangNiu2IsseiSato12MasashiSugiyama21Abstractetal.,2017;VanRooyen&Williamson,2018;Hanetal.,2018;2020;Fan...
ARMS:Antithetic-REINFORCE-Multi-SampleGradientforBinaryVariablesAlekDimitriev1MingyuanZhou1AbstractIfbisdiscrete,however,Tφisnotdifferentiable,andfisnotalwaysdifferentiable,e.g.,ifitcorrespondstot...
TrainingBinaryNeuralNetworksusingtheBayesianLearningRuleXiangmingMeng1RomanBachmann2MohammadEmtiyazKhan1Abstractbyreplacingthemultiplicationandadditionoperationswiththebit-wisexnorandbitcountoperat...
TrainingBinaryNeuralNetworksthroughLearningwithNoisySupervisionKaiHan12YunheWang2YixingXu2ChunjingXu2EnhuaWu13ChangXu4AbstractFigure1.FrameworkoflearningBinaryneuronswithnoisysuper-vision.Anetworkf...
FasterAlgorithmsforBinaryMatrixFactorizationRaviKumar1RinaPanigrahy1AliRahimi1DavidP.Woodruff2AbstractproximationisFrobeniusnormerror,whereoneseekstofindWegivefasterapproximationalgorithmsforwell-U...
LearningBinaryLatentVariableModels:ATensorEigenpairApproachArielJaffe1RoiWeiss1ShaiCarmi2YuvalKluger3BoazNadler1AbstractForsimplicityweassumeitisGaussian,thoughourmethodcanbemodifiedtohandleotherno...
BinaryPartitionswithApproximateMinimumImpurityEduardoS.Laber1MarcoMolinaro1FelipedeA.MelloPereira1AbstractAnimportantdesignchoiceiswhethertousemultiwaysplitsorBinarysplits.Onepossibilityissplitting...
BinaryClassificationwithKarmic,Threshold-Quasi-ConcaveMetricsBoweiYan1OluwasanmiKoyejo2KaiZhong1PradeepRavikumar3Abstractancedclasses,andwheredifferenttypesoferrorsmadebytheclassifierhavedifferentc...
ConsistencyAnalysisforBinaryClassificationRevisitedKrzysztofDembczyn´ski1WojciechKotłowski1OluwasanmiKoyejo2NagarajanNatarajan3Abstracttice(Koyejoetal.,2014a;Narasimhanetal.,2014a;Dem-bczyn´skie...