ResearchBenchmarksSolving nonlinear PDEs on TC-10 Nonlinear spring oscillator equationFollow0Max ErrorPIBLS-0.0000040.0000240.0000530.000081Jun 18, 2026Evaluation ResultsMethodMethodLinksMax ErrorL2 ErrorTraining Time (seconds)PIBLS2026.06003.2locELM2026.06000.34FEMnumerical_baseline=New...numerical_baseline=Newmark-beta time integration2026.06003.72PINN #22026.0600812PINN #12026.060.00010.000126.5