approach to study GNN designs, the first quantitative analysis for GNN task similarity, and offers rigorous findings via 2

We thank the reviewers for their constructive feedback. We thank R2 and R3 for raising that our paper lacks theoretical analysis. LU activation significantly improves GNN performance. We will add these new discussions to the revised paper. We thank reviewers for suggesting other design dimensions to explore.