ResearchBenchmarksForward PDE Solving on Allen–Cahn-SharpForward PDE Solving on Allen–Cahn-SharpFollow0.001Median L2 ErrorVanilla0.0010040.0010420.001080.001118May 11, 2026Evaluation resultsMethodMethodLinksMedian L2 ErrorVanillaEpochs=10K, dh=128, se...Epochs=10K, dh=128, seeds=3, Ratio=1.00×2026.050.001FAMOEpochs=10K, dh=128, se...Epochs=10K, dh=128, seeds=3, Ratio=1.00×2026.050.0011FAMO+UAMEpochs=10K, dh=128, se...Epochs=10K, dh=128, seeds=3, Ratio=1.00×2026.050.0012