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ResearchFormerly WizWand

Parameter Identification

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Burgers' equation Case 3.3

0MSE

32

Jun 23, 2026

Quanser Aero 2 100 randomized episodes

0.75MARE (Jp)

7

Jun 2, 2026

Induction Motor

0.002Average Error

5

Jun 4, 2026

Engine dynamics noisy data (301 points per 60 sec segment)

few-shot transfer learning scheme

1.026A_egrmax

5

Mar 17, 2026

Engine dynamics clean data (151 points per 60 sec segment)

few-shot transfer learning scheme

1.007A_egrmax

5

Mar 17, 2026

Lotka-Volterra model Time [80, 100]

2.215Squared Error (α)

3

Apr 29, 2026

Lotka-Volterra model Time [60, 80]

1.823Squared Error (α)

3

Apr 29, 2026

Lotka-Volterra model Time [40, 60]

1.488Squared Error (α)

3

Apr 29, 2026

Lotka-Volterra model Time [20, 40]

1.042Squared Error of α

3

Apr 29, 2026

Lotka-Volterra model Time [0, 20]

4.885Squared Error (α)

3

Apr 29, 2026

Synchronous Buck Converter Simulation 1.0 (test)

117.1L Value (μH)

2

Apr 20, 2026