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ResearchFormerly WizWand

Dynamical System Prediction on Duffing Oscillator

0.0113MSEAFT+Re-encoding Dynamic
-0.0010320.0822090.165450.248691Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
AFT+Re-encoding DynamicSteps=2002026.060.0113
AFT+Re-encoding PeriodicSteps=2002026.060.0156
Koopman AFTSteps=2002026.060.0427
GRUSteps=200, Context=+Ctx2026.060.0862
AFT+Re-encoding DynamicSteps=5002026.060.096
AFT+Re-encoding PeriodicSteps=5002026.060.1187
Koopman AESteps=2002026.060.1286
Koopman AFTSteps=5002026.060.1536
TransformerSteps=200, Context=+Ctx2026.060.1868
Koopman AFTSteps=10002026.060.1947
GRUSteps=500, Context=+Ctx2026.060.1981
AFT+Re-encoding DynamicSteps=10002026.060.2019
AFT+Re-encoding PeriodicSteps=10002026.060.2203
GRUSteps=1000, Context=+Ctx2026.060.221
Koopman AESteps=5002026.060.2245
TransformerSteps=500, Context=+Ctx2026.060.2441
TransformerSteps=200, Context=Init2026.060.2467
Koopman AESteps=10002026.060.2471
TransformerSteps=1000, Context=+Ctx2026.060.251
GRUSteps=1000, Context=Init2026.060.2556
GRUSteps=500, Context=Init2026.060.2641
GRUSteps=200, Context=Init2026.060.2677
TransformerSteps=500, Context=Init2026.060.3037
TransformerSteps=1000, Context=Init2026.060.3196