Operator Learning on Burgers (test)
0.0078Relative L2 Error (Test)PI-CViT
Evaluation results
| Method | Links | |
|---|---|---|
| PI-CViTDifferentiation=automatic differentiation2026.06 | 0.0078 | |
| FNO#Params=8,413,953, Epochs=500, Training Time (s)=2316.452026.03 | 0.012 | |
| LNF-NO#Params=3,767,618, Epochs=500, Training Time (s)=509.372026.03 | 0.0386 | |
| PI-FNODifferentiation=spectral/finite-difference, Time Integrator=RK42026.06 | 0.0967 | |
| DeepONet#Params=938,497, Epochs=5000, Training Time (s)=1760.092026.03 | 0.105 | |
| PI-DeepONetDifferentiation=automatic differentiation2026.06 | 0.345 |