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ResearchFormerly WizWand

Dynamical system prediction on Repressilator

0.0001MSEKoopman AFT
-0.0009720.0062640.01350.020736Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Koopman AFTSteps=2002026.060.0001
Koopman AESteps=2002026.060.0002
Koopman AFTSteps=5002026.060.0002
Koopman AFTSteps=10002026.060.0005
GRUSteps=200, Context=+Ctx2026.060.0019
Koopman AESteps=5002026.060.0028
TransformerSteps=200, Context=+Ctx2026.060.0035
AFT+Re-encoding PeriodicSteps=5002026.060.0035
AFT+Re-encoding DynamicSteps=2002026.060.0041
AFT+Re-encoding DynamicSteps=5002026.060.0041
AFT+Re-encoding PeriodicSteps=2002026.060.0042
TransformerSteps=500, Context=+Ctx2026.060.0061
AFT+Re-encoding DynamicSteps=10002026.060.0062
AFT+Re-encoding PeriodicSteps=10002026.060.0067
GRUSteps=500, Context=+Ctx2026.060.0073
Koopman AESteps=10002026.060.0077
TransformerSteps=200, Context=Init2026.060.0079
GRUSteps=200, Context=Init2026.060.0081
TransformerSteps=1000, Context=+Ctx2026.060.0085
GRUSteps=500, Context=Init2026.060.009
GRUSteps=1000, Context=+Ctx2026.060.0092
GRUSteps=1000, Context=Init2026.060.0098
TransformerSteps=500, Context=Init2026.060.0193
TransformerSteps=1000, Context=Init2026.060.0269