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Almost Free Inductive Embeddings Out-Perform Trained Graph Neural Networks in Graph Classification in a Range of Benchmarks A nice blog post by Vadym Safronov (in Russian also here) which shows that you can use not-trained GCN to match or exceed performance of end-to-end trained GCN on graph classification benchmarks.