ODE Parameter Recovery on POLLU 25 parameters
0.0117Mean ErrorDrifting Model (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Drifting Model (Ours)Grad.=✗2026.03 | 0.0117 | 0.0972 | 0.1001 | |
| Gradient DescentGrad.=✓2026.03 | 0.0218 | 0.0901 | 0.1007 | |
| CMAESGrad.=✗2026.03 | 0.0272 | 0.1923 | 0.1389 | |
| Flow MatchingGrad.=✗2026.03 | 0.03 | 0.174 | 0.1539 | |
| MCMCGrad.=✓2026.03 | 0.0358 | 0.2364 | 0.2895 | |
| SGLDGrad.=✓2026.03 | 0.0367 | 0.2221 | 0.2921 | |
| NIOGrad.=✗2026.03 | 0.0482 | — | 0.1587 | |
| iFNOGrad.=✗2026.03 | 0.0643 | — | 0.1665 | |
| SPIN-ODEGrad.=✗2026.03 | 0.0794 | — | 0.1874 |