2025
What Expressivity Theory Misses: Message Passing Complexity for GNNs
NeurIPS 2025spotlight
Expressivity theory, characterizing which graphs a GNN can distinguish, has become the predominant framework for analyzing GNNs, with new models striving for higher expressivity. However, we argue that this focus is misguided: First, higher expressivity is not necessary for most real-world tasks as…