Our GNN-based approach for stress prediction effectively captures entire stress field in stiffened panels under various loadings and with wide geometrical variations. For more, please see: Y. Cai, J. Jelovica (2024) Efficient graph representation in graph neural networks for stress predictions in stiffened panels. Thin-Walled Structures, Vol. 203, 112157.