OntheNumberofLinearRegionsofConvolutionalNeuralNetworksHuanXiong1LeiHuang2MengyangYu2LiLiu2FanZhu2LingShao12AbstractOneexplanationforthesuperiorityofNNsistheirpow-erfulexpressivity,i.e.,theycanrepr...
ComplexityofLinearRegionsinDeepNetworksBorisHanin1DavidRolnick2AbstractFigure1.HowmanylinearRegions?Thisfigureshowsatwo-dimensionalslicethroughthe784-dimensionalinputspaceofItiswell-knownthattheexp...
BoundingandCountingLinearRegionsofDeepNeuralNetworksThiagoSerra1ChristianTjandraatmadja1SrikumarRamalingam2Abstract1010WeinvestigatethecomplexityofdeepneuralNumberoflinearRegions108networks(DNN)tha...