ODE Trajectory Fitting on GRN 40 parameters
0.0206MSEGradient Descent
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Gradient DescentGrad.=✓2026.03 | 0.0206 | 0.0551 | |
| iFNOGrad.=✗2026.03 | 0.0299 | 0.0613 | |
| CMAESGrad.=✗2026.03 | 0.0314 | 0.072 | |
| Drifting Model (Ours)Grad.=✗2026.03 | 0.0322 | 0.0568 | |
| Flow MatchingGrad.=✗2026.03 | 0.0324 | 0.0596 | |
| SGLDGrad.=✓2026.03 | 0.0325 | 0.0612 | |
| NIOGrad.=✗2026.03 | 0.0328 | 0.0704 | |
| MCMCGrad.=✓2026.03 | 0.0333 | 0.0715 | |
| SPIN-ODEGrad.=✗2026.03 | 0.0341 | 0.0722 |