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Benchmarks
Parameter estimation on Advection-diffusion system
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0.004
Kappa MAE
APIC-LNP
-0.03044
0.20203
0.4345
0.66697
Jun 2, 2026
Kappa MAE
v MAE
Updated 1mo ago
Evaluation Results
Method
Method
Links
Kappa MAE
v MAE
APIC-LNP
Amortized=true
2026.06
0.004
0.059
APIC-CNP
Amortized=true
2026.06
0.019
0.371
APIC-ANP
Amortized=true
2026.06
0.019
0.361
BCPI
Amortized=false
2026.06
0.02
0.39
Correction-PINN
Amortized=false
2026.06
0.021
0.121
KOH-GP
Amortized=false
2026.06
0.865
0.759
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