ResearchBenchmarksSolving Partial Differential Equations on Allen-Cahn Equation vanilla PINN (test)Solving Partial Differential Equations on Allen-Cahn Equation vanilla PINN (test)Follow4.95rRMSEdynamic1.452425.061248.6772.2788Jun 3, 2026Evaluation resultsMethodMethodLinksrRMSErMAEAvg Time (s)Speedup vs FP64dynamicApproach=dynamic-preci...Approach=dynamic-precision2026.064.951.4831.1FP64Approach=fixed precisionApproach=fixed precision2026.065.031.4731FP32Approach=fixed precisionApproach=fixed precision2026.0692.3985.8853.0869.88