ResearchBenchmarksElastoplastic Simulation on Elastoplastic dataset n = 932 (test)Elastoplastic Simulation on Elastoplastic dataset n = 932 (test)Follow0.4391RRMSE AUCG-PARC-9.33533656.642107122.61955188.596993Apr 16, 2026Evaluation resultsMethodMethodLinksRRMSE AUCFinal RRMSENMSE AUCSSIM AUCR^2RMSE AUCG-PARC2026.040.43910.46070.2950.43460.60881.9795G-PARCMLS=falseMLS=false2026.040.47180.5240.34350.42290.49582.2724MGKAN2026.040.5850.59860.51220.33360.32582.7213MGNET2026.043.452810.5226.29-0.0798-66.319.38GraphSAGE2026.04244.8483.3127,7920.0392-275,3951,440.5