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Parameter Recovery and Trajectory Prediction on Lotka-Volterra In-distribution

0.0008Trajectory MSEPINN
0.0006150.0017280.002840.003952May 21, 2026

Evaluation results

MethodLinks
PINNParams=8,5822026.050.00087.797.212.221.48
CompiledParams=42026.050.00240.670.591.080.23
Hand-codedParams=42026.050.00240.670.591.080.23
MLPParams=8,6422026.050.0049————
Neural ODEParams=8,6422026.050.0049————