Fusing structured knowledge from knowledge graphs into deep models using Graph Neural Networks (GNN) [23, 30, 29] is shown to improve their performance on tasks such as visual question answering [12] , object detection [9] , natural language inference [2] , neural machine translation [11] , and opendomain question answering <cite>[17]</cite> .