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Physical-law recovery on Tier II 10% noise
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0.031
NRMSE (Interpolated)
SymLang
0.02652
0.05676
0.087
0.11724
Mar 6, 2026
NRMSE (Interpolated)
NRMSE (OOD)
Physical Drift
Symmetry Violation
OOD / Interpolated Ratio
Updated 4mo ago
Evaluation Results
Method
Method
Links
NRMSE (Interpolated)
NRMSE (OOD)
Physical Drift
Symmetry Violation
OOD / Interpolated Ratio
SymLang
Noise level=10%
2026.03
0.031
0.063
0.0031
0.0028
2
PySR
Noise level=10%
2026.03
0.074
0.162
0.1873
0.0914
2.2
DSR
Noise level=10%
2026.03
0.089
0.201
0.1636
0.1082
2.3
AI Feynman
Noise level=10%
2026.03
0.102
0.238
0.2091
0.1247
2.3
SINDy
Noise level=10%
2026.03
0.143
0.341
0.3124
0.1873
2.4
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