Before revision:  As an extension of deep learning , Graph neural networks (GNNs) are designed to solve the non-Euclidean problems on graph-structured data which can hardly be handled by general deep learning techniques.
After revision:  As an extension of deep learning , Graph neural networks (GNNs) are designed to solve the non-Euclidean graph-structure which is intractable to previous deep learning techniques.