Generalizing Graph Neural Networks on Out-Of-Distribution Graphs: A Causal Approach

The author argues that the degeneration of GNNs in Out-Of-Distribution settings is due to spurious correlations and proposes a causal representation framework, StableGNN, to address this issue.