Solving Partial Differential Equations on Parametrized Poisson continuous parameter space (test)
0.0005Relative L2 ErrorPRISM-STDE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRISM-STDEDimension=1 K D, Zero-shot=true, Batch size=162026.06 | 0.0005 | — | — | |
| Naive Concat-PINNDimension (D)=1,000, Zero-shot=true2026.06 | 0.0006 | 4.75 | 4,425 | |
| PRISMDimension (D)=1,000, Zero-shot=true2026.06 | 0.0006 | 0.75 | 1,788 | |
| PRISM-STDEDimension=1 M D, Zero-shot=true, Batch size=162026.06 | 0.0009 | — | — | |
| PRISMDimension (D)=5,000, Zero-shot=true2026.06 | 0.0018 | 1.18 | 3,335 | |
| Naive Concat-PINNDimension (D)=5,000, Zero-shot=true2026.06 | 0.0018 | 30.54 | 56,563 | |
| PRISMDimension (D)=10,000, Zero-shot=true2026.06 | 0.0019 | 1.5 | 4,527 | |
| PRISMDimension (D)=100,000, Zero-shot=true2026.06 | 0.0022 | 12 | 32,777 | |
| PRISM-STDEDimension=100 K D, Zero-shot=true, Batch size=162026.06 | 0.0035 | — | — | |
| PRISM-STDEDimension=100 D, Zero-shot=true, Batch size=162026.06 | 0.0035 | — | — | |
| PRISM-STDEDimension=10 K D, Zero-shot=true, Batch size=162026.06 | 0.0047 | — | — | |
| Naive Concat-PINNDimension (D)=100, Zero-shot=true2026.06 | 0.0072 | 0.05 | 1,328 | |
| PRISMDimension (D)=100, Zero-shot=true2026.06 | 0.0072 | 0.05 | 1,328 | |
| Naive Concat-PINNDimension (D)=10,000, Zero-shot=true2026.06 | — | — | 81,252 | |
| Naive Concat-PINNDimension (D)=100,000, Zero-shot=true2026.06 | — | — | 81,252 |