Before revision:  However, noisy edges and nodes in the graph may make the clusteringresults worse. In this paper , we propose a novel dual graph embedding network (DGEN) to improve the robustness of the graph clustering to the noisy nodes and edges.
After revision:  However, noisy edges and nodes in the graph that are not conducive to graph clustering, which we call spurious edges. This paper is the first attempt to employ graph pooling technique for node clustering and we propose a novel dual graph embedding network (DGEN) to improve the robustness of the graph clustering to the noisy nodes and edges.