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Inverse Problem on 2D Reaction-Diffusion 5% noise target task
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21.9
L2 Mean Error
TGSR-PINN
21.824
22.337
22.85
23.363
Jul 6, 2026
L2 Mean Error
L2 Standard Deviation Error
Parameter Mean Error
Parameter Standard Deviation Error
Updated 18d ago
Evaluation Results
Method
Method
Links
L2 Mean Error
L2 Standard Deviation Error
Parameter Mean Error
Parameter Standard Deviation Error
TGSR-PINN
Time (s)=194
2026.07
21.9
2.6
1.042
1.311
Full FT
Time (s)=155
2026.07
22.8
3.3
1.378
1.341
PINNs
Time (s)=192
2026.07
22.9
2.1
1.151
1.393
TL-gPINN
Time (s)=378
2026.07
23.1
3.4
1.308
1.589
Partial
Time (s)=176
2026.07
23.7
3.5
1.606
1.621
Lightweight
Time (s)=104
2026.07
23.8
3
1.329
0.849
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