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ODE Trajectory Fitting on GRN 40 parameters
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0.0206
MSE
Gradient Descent
0.02006
0.023705
0.02735
0.030995
Mar 12, 2026
MSE
MAE
Updated 1mo ago
Evaluation Results
Method
Method
Links
MSE
MAE
Gradient Descent
Grad.=✓
2026.03
0.0206
0.0551
iFNO
Grad.=✗
2026.03
0.0299
0.0613
CMAES
Grad.=✗
2026.03
0.0314
0.072
Drifting Model (Ours)
Grad.=✗
2026.03
0.0322
0.0568
Flow Matching
Grad.=✗
2026.03
0.0324
0.0596
SGLD
Grad.=✓
2026.03
0.0325
0.0612
NIO
Grad.=✗
2026.03
0.0328
0.0704
MCMC
Grad.=✓
2026.03
0.0333
0.0715
SPIN-ODE
Grad.=✗
2026.03
0.0341
0.0722
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