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PDE Solving on Diffusion PDE

1,380Wall-clock Time (CPU) (ms)FEniCS
-460,988.82,660,000.65,780,9908,901,979.4Feb 3, 2025

Evaluation results

MethodLinks
FEniCStime reporting protocol=time-at-termination, reached residual threshold ε=true2025.021,380————
SIGStime reporting protocol=time-to-ε, reached residual threshold ε=true2025.0214,670————
PINNstime reporting protocol=time-at-termination, reached residual threshold ε=false2025.02121,690————
SSDEtime reporting protocol=time-at-termination, reached residual threshold ε=false, generation budget=252025.02485,730————
HD-TLGP(vanilla)time reporting protocol=time-at-termination, reached residual threshold ε=false, generation budget=202025.0210,909,300————
HD-TLGP(atoms)time reporting protocol=time-at-termination, reached residual threshold ε=false, generation budget=202025.0211,560,600————
GNNnc=642026.01—115.94855.49835.35878.66
NLSSnc=642026.01—42.54106.1294.41127.5
SA-AMGnc=642026.01—100.94157.9146.94174.08
Subspacenc=642026.01—63.23130.31117.1147.1
SVDnc=642026.01—110.7143.14126.43161.28