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This includes data from social networks, citation networks, traffic networks, semantic networks, polygon meshes, and molecular structures. Besides handling non-Euclidean data, GNNs can also process Euclidean data like sentences, images, and videos. One primary technique used in GNN is graph embedding, which involves projecting the elements in a graph—such as nodes, edges, substructures, or the entire graph—into a low-dimensional space. This is done while preserving the structural information of the graph. In this presentation, we will discuss recent developments in GNNs. These developments include advancements in graph embedding, convolution-based methods, and attention networks. 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