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Benchmarks
ODE Trajectory Fitting on POLLU 25 parameters
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0.0559
MSE
Drifting Model (Ours)
0.05002
0.08971
0.1294
0.16909
Mar 12, 2026
MSE
MAE
Updated 1mo ago
Evaluation Results
Method
Method
Links
MSE
MAE
Drifting Model (Ours)
Grad.=✗
2026.03
0.0559
0.0207
CMAES
Grad.=✗
2026.03
0.0671
0.0499
iFNO
Grad.=✗
2026.03
0.0701
0.0855
NIO
Grad.=✗
2026.03
0.072
0.0932
Gradient Descent
Grad.=✓
2026.03
0.0796
0.0277
Flow Matching
Grad.=✗
2026.03
0.0973
0.0855
SPIN-ODE
Grad.=✗
2026.03
0.0989
0.0886
SGLD
Grad.=✓
2026.03
0.1744
0.1107
MCMC
Grad.=✓
2026.03
0.2029
0.0977
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