PDE Surrogate Modeling on Single-phase Darcy flow 64 x 64 (test) benchmark leaderboard · SOTA2 Research

PDE Surrogate Modeling on Single-phase Darcy flow 64 x 64 (test)

0.048Relative L2 ErrorFNO

Evaluation Results

Method	Links
FNO2026.04		0.048
FNO2026.04		0.063
PI-JEPA2026.04		0.089
Scratch2026.04		0.118
PI-JEPA2026.04		0.132
Scratch2026.04		0.175
PI-JEPA2026.04		0.213
Scratch2026.04		0.256
DeepONet2026.04		0.312
DeepONet2026.04		0.315
Scratch2026.04		0.402
FNO2026.04		0.404
PI-JEPA2026.04		0.424
Scratch2026.04		0.463
Scratch2026.04		0.468
PI-JEPA2026.04		0.482
PI-JEPA2026.04		0.485
DeepONet2026.04		0.509
FNO2026.04		0.599
FNO2026.04		0.72
FNO2026.04		0.873
DeepONet2026.04		1.05
DeepONet2026.04		1.727
DeepONet2026.04		1.874