ResearchBenchmarksLearning Nonlinear and Non-Periodic Responses on Diffusion Equation D=1 (test)Follow0.0006Relative ErrorGLNO-0.0049440.0324780.06990.107322Dec 18, 2025Evaluation ResultsMethodMethodLinksRelative ErrorGLNOBlocks=1, Channels=8Blocks=1, Channels=82025.120.0006LNOBlocks=1, Channels=8Blocks=1, Channels=82025.120.0011GLNOBlocks=4, Channels=8Blocks=4, Channels=82025.120.0024FNOBlocks=4, Channels=64Blocks=4, Channels=642025.120.0064WNOBlocks=4, Channels=64Blocks=4, Channels=642025.120.0237CNOBlocks=4, Channels=64Blocks=4, Channels=642025.120.1143LNOBlocks=4, Channels=8Blocks=4, Channels=82025.120.1392