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Semi-supervised regression for mesh-based simulations on Dataset 1

0.0226RMSESuperMeshNet
0.0210080.0317540.04250.053246May 10, 2026

Evaluation results

MethodLinks
SuperMeshNetMPNN=MGN, Nh (number of HR samples)=20, N (number of LR samples)=200, Training time (s)=4212026.050.0226
SuperMeshNet-OMPNN=MGN, Nh (number of HR samples)=20, N (number of LR samples)=200, Training time (s)=503.22026.050.0269
UCVMEMPNN=MGN, Nh (number of HR samples)=20, N (number of LR samples)=200, Training time (s)=1122.622026.050.0293
Mean-TeacherMPNN=MGN, Nh (number of HR samples)=20, N (number of LR samples)=200, Training time (s)=693.842026.050.0325
TNNRMPNN=MGN, Nh (number of HR samples)=20, N (number of LR samples)=200, Training time (s)=477.482026.050.0624