Dynamical systems reconstruction on 2D Wave (train)
2.738In-t ErrorSIREN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SIRENSample size=5%2026.06 | 2.738 | 1.818 | |
| I-MP-PDESample size=25%2026.06 | 3.293 | 1.108 | |
| DINoSample size=50%2026.06 | 3.38 | 3.751 | |
| DINoSample size=25%2026.06 | 3.949 | 4.436 | |
| DINoSample size=5%2026.06 | 4.088 | 4.121 | |
| SIRENSample size=50%2026.06 | 5.246 | 1.486 | |
| DeepONetSample size=25%2026.06 | 5.722 | 1.061 | |
| I-MP-PDESample size=50%2026.06 | 6.021 | 3.166 | |
| I-MP-PDESample size=5%2026.06 | 7.055 | 7.097 | |
| DeepONetSample size=50%2026.06 | 7.715 | 1.186 | |
| DeepONetSample size=5%2026.06 | 8.331 | 9.295 | |
| OnlyDenseSample size=25%2026.06 | 8.877 | 1.001 | |
| OnlyDenseSample size=50%2026.06 | 8.94 | 1.001 | |
| SIRENSample size=25%2026.06 | 8.995 | 1.292 | |
| OnlyDenseSample size=5%2026.06 | 9.44 | 1.016 |