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Benchmarks
Discrepancy prediction on Advection-diffusion system
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0.007
MAE
APIC-LNP
-0.0072
0.08865
0.1845
0.28035
Jun 2, 2026
MAE
LL
ECE
Updated 1mo ago
Evaluation Results
Method
Method
Links
MAE
LL
ECE
APIC-LNP
Amortized=true
2026.06
0.007
2.925
0.209
APIC-CNP
Amortized=true
2026.06
0.025
1.475
0.17
APIC-ANP
Amortized=true
2026.06
0.026
1.502
0.173
Correction-PINN
Amortized=false
2026.06
0.07
-3.259
0.268
KOH-GP
Amortized=false
2026.06
0.214
0.628
0.382
BCPI
Amortized=false
2026.06
0.362
-1.336
0.934
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