Dynamical system prediction on Repressilator
0.0001MSEKoopman AFT
Evaluation Results
| Method | Links | |
|---|---|---|
| Koopman AFTSteps=2002026.06 | 0.0001 | |
| Koopman AESteps=2002026.06 | 0.0002 | |
| Koopman AFTSteps=5002026.06 | 0.0002 | |
| Koopman AFTSteps=10002026.06 | 0.0005 | |
| GRUSteps=200, Context=+Ctx2026.06 | 0.0019 | |
| Koopman AESteps=5002026.06 | 0.0028 | |
| TransformerSteps=200, Context=+Ctx2026.06 | 0.0035 | |
| AFT+Re-encoding PeriodicSteps=5002026.06 | 0.0035 | |
| AFT+Re-encoding DynamicSteps=2002026.06 | 0.0041 | |
| AFT+Re-encoding DynamicSteps=5002026.06 | 0.0041 | |
| AFT+Re-encoding PeriodicSteps=2002026.06 | 0.0042 | |
| TransformerSteps=500, Context=+Ctx2026.06 | 0.0061 | |
| AFT+Re-encoding DynamicSteps=10002026.06 | 0.0062 | |
| AFT+Re-encoding PeriodicSteps=10002026.06 | 0.0067 | |
| GRUSteps=500, Context=+Ctx2026.06 | 0.0073 | |
| Koopman AESteps=10002026.06 | 0.0077 | |
| TransformerSteps=200, Context=Init2026.06 | 0.0079 | |
| GRUSteps=200, Context=Init2026.06 | 0.0081 | |
| TransformerSteps=1000, Context=+Ctx2026.06 | 0.0085 | |
| GRUSteps=500, Context=Init2026.06 | 0.009 | |
| GRUSteps=1000, Context=+Ctx2026.06 | 0.0092 | |
| GRUSteps=1000, Context=Init2026.06 | 0.0098 | |
| TransformerSteps=500, Context=Init2026.06 | 0.0193 | |
| TransformerSteps=1000, Context=Init2026.06 | 0.0269 |