SharingLessisMore:LifelongLearninginDeepNetworkswithSelectiveLayerTransferSeungwonLee1SimaBehpour2EricEaton1Abstract&Hospedales,2017;Leeetal.,2019;Liuetal.,2019b;Bulatetal.,2020),suchasSharingthelo...
PENNI:PrunedKernelSharingforEfficientCNNInferenceShiyuLi1EdwardHanson1HaiLi1YiranChen1Abstractlayer(Zagoruyko&Komodakis,2016),ormorebranches(Szegedyetal.,2015).Amajordrawbackofna¨ıvelyin-Although...
EfficientNeuralArchitectureSearchviaParameterSharingHieuPham12MelodyY.Guan3BarretZoph1QuocV.Le1JeffDean1Abstractconsuming,e.g.Zophetal.(2018)use450GPUsfor3-4days(i.e.32,400-43,200GPUhours).Meanwhil...
Deepk-Means:Re-TrainingandParameterSharingwithHarderClusterAssignmentsforCompressingDeepConvolutionsJunruWu1YueWang2ZhenyuWu1ZhangyangWang1AshokVeeraraghavan2YingyanLin2Abstract1.IntroductionThecur...