Fig. 1: Overview of the PU-learning-driven CGCNN framework.

a Schematic of PU learning. The red ball represents the positive sample (P). Green balls represent unlabeled samples (U). The blue ball represents the negative sample (N). b Illustration of crystal graph convolutional neural networks (CGCNN).