ODE Parameter Recovery on GRN 40 parameters
0.0084Mean ErrorDrifting Model (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Drifting Model (Ours)Grad.=✗2026.03 | 0.0084 | 0.0115 | 0.0131 | |
| Gradient DescentGrad.=✓2026.03 | 0.0092 | 0.0117 | 0.0129 | |
| SGLDGrad.=✓2026.03 | 0.0112 | 0.0156 | 0.0144 | |
| Flow MatchingGrad.=✗2026.03 | 0.0152 | 0.0211 | 0.0201 | |
| CMAESGrad.=✗2026.03 | 0.0189 | 0.0235 | 0.0286 | |
| MCMCGrad.=✓2026.03 | 0.0203 | 0.0255 | 0.031 | |
| iFNOGrad.=✗2026.03 | 0.0233 | — | 0.0326 | |
| NIOGrad.=✗2026.03 | 0.0255 | — | 0.0311 | |
| SPIN-ODEGrad.=✗2026.03 | 0.0364 | — | 0.033 |