Researchers have exerted tremendous effort in designing ways to detect and identify rumors automatically. Traditional approaches focus on feature engineering, which requires extensive manual efforts are difficult generalize different domains. Recently, deep learning solutions emerged as the de facto methods online an end-to-end manner. However, they still fail fully capture dissemination patter...