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Scientific Machine Learning (SciML) on 1D Viscous Burgers' Equation (val)
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0.88
Initial Validation Loss
EvoTune
0.836
0.858
0.88
0.902
Feb 2, 2026
Initial Validation Loss
Final Validation Loss
Loss Reduction Factor
Updated 1mo ago
Evaluation Results
Method
Method
Links
Initial Validation Loss
Final Validation Loss
Loss Reduction Factor
EvoTune
Type=Baseline
2026.02
0.88
1.841
48
EvoDPO
Type=Ablation
2026.02
0.88
9.761
902
ATLAS
Type=Ours
2026.02
0.88
3.001
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