placement

This paper identifies that in LayerNorm-based GNNs, positive per-node scalars like node degree are erased when placed before LayerNorm but survive after LayerNorm. The authors propose PostDeg, a parameter-free post-LayerNorm inverse-degree scale, achieving significant gains on influence maximization, network dismantling, and maximum independent set tasks.