AcceleratedMessagePassingforEntropy-RegularizedMapInferenceJonathanN.Lee1AldoPacchiano2PeterBartlett23MichaelI.Jordan23Abstractinferenceinthesemodelshasmultipleapplications,rangingfromcomputervisio...
FasterGreedyMapInferenceforDeterminantalPointProcessesInsuHan1PrabhanjanKambadur2KyoungsooPark1JinwooShin1Abstractposedetection(Kuleszaetal.,2012),clustering(Kang,2013)andtweettime-linegeneration(Y...
ExactMapInferencebyAvoidingFractionalVerticesErikM.Lindgren1AlexandrosG.Dimakis1AdamKlivans2AbstracttionisgivenbyGivenagraphicalmodel,oneessentialprob-lemisMapinference,thatis,findingthemostlik...
BeyondFilters:CompactFeatureMapforPortableDeepModelYunheWang1ChangXu2ChaoXu1DachengTao2Abstractsignificantredundancyinmostofexistingconvolutionalneuralnetworks.Forinstance,theResNet-50(Heetal.,Conv...