ResearchBenchmarksPhysics-Informed Machine Learning on 1D-Reaction (test)Physics-Informed Machine Learning on 1D-Reaction (test)Follow2.6Rd Rate (rho)Ours-Sob.2.43443.55224.675.7878May 25, 2026Evaluation resultsMethodMethodLinksRd Rate (rho)Rp Rate (rho)Ric Rate (rho)Rb Rate (rho)Sum Rtest Rate (rho)Ours-Sob.Training Iterations=20kTraining Iterations=20k2026.052.61.16.942.984.06NTK-60kTraining Iterations=60kTraining Iterations=60k2026.056.741.187.253.11.63