Geometric instability of graph neural networks on large graphs

Emily Morris, Haotian Shen, Weiling Du +2

We analyse the geometric instability of embeddings produced by graph neural networks (GNNs). Existing methods are only applicable for small graphs and lack context in the graph dom…