ResearchBenchmarksSolving Partial Differential Equations on Reaction Equation vanilla PINN (test)Solving Partial Differential Equations on Reaction Equation vanilla PINN (test)Follow5.31rRMSEdynamic1.610826.580451.5576.5196Jun 3, 2026Evaluation resultsMethodMethodLinksrRMSErMAEAvg Time (s)Speedup vs FP64dynamicApproach=dynamic-preci...Approach=dynamic-precision2026.065.312.95662.941.07FP64Approach=fixed precisionApproach=fixed precision2026.065.783.23708.511FP32Approach=fixed precisionApproach=fixed precision2026.0697.7997.765.9510.74