ResearchBenchmarksSolving parameterized PDEs on 1D CDR (train)Solving parameterized PDEs on 1D CDR (train)Follow0.47In-time L2 Relative Error (%)DINO0.15082.30544.466.6146Mar 13, 2026Evaluation resultsMethodMethodLinksIn-time L2 Relative Error (%)Out-of-time L2 Relative Error (%)DINOsub-sampling ratio=12.5%sub-sampling ratio=12.5%2026.030.4713.59DINOsub-sampling ratio=25%sub-sampling ratio=25%2026.030.827.52DINOsub-sampling ratio=50%sub-sampling ratio=50%2026.031.144.9DLDMF2026.031.353.15DINOsub-sampling ratio=100%sub-sampling ratio=100%2026.031.423.32PIDO2026.031.583.89P²INN2026.038.4515.23