Dynamical System Prediction on Duffing Oscillator
0.0113MSEAFT+Re-encoding Dynamic
Evaluation Results
| Method | Links | |
|---|---|---|
| AFT+Re-encoding DynamicSteps=2002026.06 | 0.0113 | |
| AFT+Re-encoding PeriodicSteps=2002026.06 | 0.0156 | |
| Koopman AFTSteps=2002026.06 | 0.0427 | |
| GRUSteps=200, Context=+Ctx2026.06 | 0.0862 | |
| AFT+Re-encoding DynamicSteps=5002026.06 | 0.096 | |
| AFT+Re-encoding PeriodicSteps=5002026.06 | 0.1187 | |
| Koopman AESteps=2002026.06 | 0.1286 | |
| Koopman AFTSteps=5002026.06 | 0.1536 | |
| TransformerSteps=200, Context=+Ctx2026.06 | 0.1868 | |
| Koopman AFTSteps=10002026.06 | 0.1947 | |
| GRUSteps=500, Context=+Ctx2026.06 | 0.1981 | |
| AFT+Re-encoding DynamicSteps=10002026.06 | 0.2019 | |
| AFT+Re-encoding PeriodicSteps=10002026.06 | 0.2203 | |
| GRUSteps=1000, Context=+Ctx2026.06 | 0.221 | |
| Koopman AESteps=5002026.06 | 0.2245 | |
| TransformerSteps=500, Context=+Ctx2026.06 | 0.2441 | |
| TransformerSteps=200, Context=Init2026.06 | 0.2467 | |
| Koopman AESteps=10002026.06 | 0.2471 | |
| TransformerSteps=1000, Context=+Ctx2026.06 | 0.251 | |
| GRUSteps=1000, Context=Init2026.06 | 0.2556 | |
| GRUSteps=500, Context=Init2026.06 | 0.2641 | |
| GRUSteps=200, Context=Init2026.06 | 0.2677 | |
| TransformerSteps=500, Context=Init2026.06 | 0.3037 | |
| TransformerSteps=1000, Context=Init2026.06 | 0.3196 |