Imputation on FHN (FitzHugh Nagumo) missing-data regime (test)
0.04MSEGP-DNF
Evaluation results
| Method | Links | |
|---|---|---|
| GP-DNFTraining=Trained from scratch2026.02 | 0.04 | |
| FIM-ODE (Selected noise)Inference Mode=Zero-shot, Noise Selection=Favourable realisation2026.02 | 0.04 | |
| FIM-ODE (Finetuned)Inference Mode=Finetuned2026.02 | 0.04 | |
| LatentSDETraining=Trained from scratch2026.02 | 0.05 | |
| GPODETraining=Trained from scratch2026.02 | 0.07 | |
| ODE2VAETraining=Trained from scratch2026.02 | 0.07 | |
| npODETraining=Trained from scratch2026.02 | 0.08 | |
| NeuralODETraining=Trained from scratch2026.02 | 0.18 | |
| BNeuralODETraining=Trained from scratch2026.02 | 0.24 | |
| FIM-ODEInference Mode=Zero-shot2026.02 | 0.33 | |
| ODEformerInference Mode=Zero-shot2026.02 | 1.7 |