Overcoming Shortcut Learning in Graph Neural Networks through Active Explanation Guidance

Taraneh Younesian, Steve Azzolin, Antonio Longa +3

Graph Neural Networks (GNNs) can solve prediction tasks by unintentionally exploiting shortcuts---that is, edges, nodes, and features that correlate with but are not causal for the…