Trajectory Reconstruction on ODEBench v1 (test)
84.4Success Rate (R² > 0.9)FIM-ODE
Evaluation results
| Method | Links | |
|---|---|---|
| FIM-ODEρ (subsampling ratio)=0, σ (noise level)=0, Zero-shot inference=true2026.02 | 84.4 | |
| FIM-ODEρ (subsampling ratio)=0.5, σ (noise level)=0, Zero-shot inference=true2026.02 | 82.8 | |
| FIM-ODEρ (subsampling ratio)=0, σ (noise level)=0.03, Zero-shot inference=true2026.02 | 80.3 | |
| FIM-ODEρ (subsampling ratio)=0, σ (noise level)=0.05, Zero-shot inference=true2026.02 | 75.4 | |
| FIM-ODEρ (subsampling ratio)=0.5, σ (noise level)=0.03, Zero-shot inference=true2026.02 | 74.6 | |
| FIM-ODEρ (subsampling ratio)=0.5, σ (noise level)=0.05, Zero-shot inference=true2026.02 | 72.1 | |
| ODEformerρ (subsampling ratio)=0.5, σ (noise level)=0.03, Zero-shot inference=true2026.02 | 66.4 | |
| ODEformerρ (subsampling ratio)=0.5, σ (noise level)=0, Zero-shot inference=true2026.02 | 63.9 | |
| ODEformerρ (subsampling ratio)=0, σ (noise level)=0, Zero-shot inference=true2026.02 | 63.1 | |
| ODEformerρ (subsampling ratio)=0, σ (noise level)=0.03, Zero-shot inference=true2026.02 | 61.5 | |
| ODEformerρ (subsampling ratio)=0, σ (noise level)=0.05, Zero-shot inference=true2026.02 | 61.5 | |
| ODEformerρ (subsampling ratio)=0.5, σ (noise level)=0.05, Zero-shot inference=true2026.02 | 61.5 |