In the past decades, many graph drawing techniques have been proposed for generating aesthetically pleasing layouts. However, it remains a challenging task since different layout methods tend to highlight characteristics of graphs. Recently, studies on deep-learning-based algorithms emerged but they are often not generalizable arbitrary graphs without retraining. this article, we propose Convol...