ResearchBenchmarksNumerical solution approximation on 100 generated space-time samples (test)Numerical solution approximation on 100 generated space-time samples (test)Follow44.16Pre-training Time (min)MAD-NGM40.273666.506892.74118.9732Dec 25, 2025Evaluation resultsMethodMethodLinksPre-training Time (min)Fine-tuning Time (min)Time-Evolution Time (min)MAD-NGMs=3811s=38112025.1244.167.2146.47MAD-RSNGSs=600s=6002025.1244.167.213.5MAD-RSNGSs=1000s=10002025.1244.167.215.01MAD-RSNGSs=1500s=15002025.1244.167.215.24MAD-RSNGSs=3000s=30002025.1244.167.215.76MAD-PINN2025.12141.324.03—