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Benchmarks
Internal Energy Probing on 2D Turbulent Layer N=9 OOD
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22.1
MAPE
Time-Dependent Probe
19.396
37.648
55.9
74.152
Feb 12, 2026
MAPE
Pearson Correlation (rho)
Updated 3d ago
Evaluation Results
Method
Method
Links
MAPE
Pearson Correlation (rho)
Time-Dependent Probe
Probe Method=Time-Depe...
2026.02
22.1
0.88
LL-FT
Probe Method=LL-FT
2026.02
32.5
0.8
UNetConvNext
Architecture=UNetConvN...
2026.02
36.9
0.83
MLP Probe
Probe Method=MLP Probe
2026.02
37.2
0.72
Full FT
Probe Method=Full FT
2026.02
41.2
0.81
UNetClassic
Architecture=UNetClass...
2026.02
42.3
0.71
Linear Probe on Raw Inputs
Probe Method=Linear Pr...
2026.02
58.5
0.32
FNO
Architecture=FNO, Prob...
2026.02
76
0.61
TFNO
Architecture=TFNO, Pro...
2026.02
89.7
0.67
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