ResearchBenchmarksSolving Partial Differential Equations on Convection Equation Eq. 11 vanilla PINN (test)Solving Partial Differential Equations on Convection Equation Eq. 11 vanilla PINN (test)Follow0.91rRMSEdynamic-2.56420.885544.33567.7845Jun 3, 2026Evaluation resultsMethodMethodLinksrRMSErMAEAverage Inference Time (s)Speedup vs FP64dynamicApproach=dynamic-preci...Approach=dynamic-precision2026.060.910.7911.02FP64Approach=fixed precisionApproach=fixed precision2026.061.080.8311FP32Approach=fixed precisionApproach=fixed precision2026.0687.7679.06271.974.02