ResearchBenchmarksSolving Linear Partial Differential Equations on TC-6Solving Linear Partial Differential Equations on TC-6Follow0Max ErrorPIBLS-0.0001080.0006190.0013450.002071Jun 18, 2026Evaluation resultsMethodMethodLinksMax ErrorL2 ErrorTraining Time (s)PIBLS2026.06000.51FEMMesh=20,000 elements (...Mesh=20,000 elements (1D) or 150x150 (2D)2026.06000.05PIELM2026.06000.28PINN #2Architecture=10 hidden...Architecture=10 hidden layers, 50 nodes/layer2026.060.00180.00041,844PINN #1Description=parameter...Description=parameter count comparable to PIBLS2026.060.00270.000660.1