ResearchBenchmarksScientific Machine Learning (SciML) on 1D Viscous Burgers' Equation (val)Scientific Machine Learning (SciML) on 1D Viscous Burgers' Equation (val)Follow0.88Initial Validation LossEvoTune0.8360.8580.880.902Feb 2, 2026Evaluation resultsMethodMethodLinksInitial Validation LossFinal Validation LossLoss Reduction FactorEvoTuneType=BaselineType=Baseline2026.020.881.84148EvoDPOType=AblationType=Ablation2026.020.889.761902ATLASType=OursType=Ours2026.020.883.001—