ResearchBenchmarksNonlinear wave dynamics prediction on 1D focusing NLSE (test)Nonlinear wave dynamics prediction on 1D focusing NLSE (test)Follow1.242Full-field MSEVanilla1.08362.15283.2224.2912Apr 13, 2026Evaluation resultsMethodMethodLinksFull-field MSEVanillaParams (M)=1.447Params (M)=1.4472026.041.242MH-RGParams (M)=1.482, R=18Params (M)=1.482, R=182026.041.406MH-RGParams (M)=1.491, R=24Params (M)=1.491, R=242026.041.573MH-RGParams (M)=1.473, R=12Params (M)=1.473, R=122026.041.602MH-RGParams (M)=1.464, R=6Params (M)=1.464, R=62026.041.779RGParams (M)=1.587Params (M)=1.5872026.043.11FiLMParams (M)=1.846Params (M)=1.8462026.044.985ConcatParams (M)=1.450Params (M)=1.4502026.045.202