This paper surveys recent theoretical advances in convex optimization approaches for community detection. We introduce some important techniques and results establishing the consistency of detection under various statistical models. In particular, we discuss basic based on primal dual analysis. also present that demonstrate several distinctive advantages detection, including robustness against ...
