Before revision:  We show qualitatively and quantitatively the significant advantages of PU-GCN over the state-of-the-art. The website and source code of this work are available at URL and URL respectively .
After revision:  We show qualitatively and quantitatively the significant advantages of PU-GCN sets new state-of-art performance with much fewer parameters and more efficient inference .