| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Forward PDE solving | Elasticity | Relative L2 Error0.005 | 44 | |
| PDE Solving | Elasticity Point Cloud (test) | Relative L2 Error0.33 | 20 | |
| Operator Learning | Elasticity Point Cloud (test) | Relative L2 Error0.0034 | 13 | |
| Steady-state PDE solving | Elasticity (test) | Relative L1 Error (Test)1.7 | 10 | |
| Uncertainty Quantification | Elasticity 2D (test) | rL21.24 | 8 | |
| Neural Operator Learning | ELASTICITY | Median Relative L1 Error0.93 | 8 | |
| Geometry-aware inference | Elasticity (test) | Relative L2 Error0.0167 | 5 | |
| Steady-state physical simulation on unstructured meshes | Elasticity (Elast.) | NMAE0.0013 | 3 | |
| Hyper-elastic Deformation Modeling | Elasticity (test) | Relative L1 Error (Test)1.7 | 2 | |
| Physical System Simulation | ELASTICITY | One-Step MSE0 | 2 |