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Neural Operator Learning on GRF-Helmholtz
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0.6176
Relative L2 Error
FNO
0.52332
1.15971
1.7961
2.43249
May 12, 2026
Relative L2 Error
Barron Relative Error
Updated 20d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
Barron Relative Error
FNO
k=60, ℓ=0.35
2026.05
0.6176
0.5706
FNO
k=120, ℓ=0.35
2026.05
0.7084
1.0692
DeepONet
k=60, ℓ=0.35
2026.05
0.712
0.6785
FNO
k=60, ℓ=0.05
2026.05
0.8428
0.87
FNO
k=120, ℓ=0.05
2026.05
0.9096
1.2323
UFO
k=120, ℓ=0.35
2026.05
0.9989
2.7161
UFO
k=60, ℓ=0.35
2026.05
1.0027
1.0747
UFO
k=60, ℓ=0.05
2026.05
1.0486
1.019
DeepONet
k=60, ℓ=0.05
2026.05
1.2074
1.2996
UFO
k=120, ℓ=0.05
2026.05
1.2138
2.6334
DeepONet
k=120, ℓ=0.35
2026.05
1.5353
6.8914
DeepONet
k=120, ℓ=0.05
2026.05
2.9746
11.3943
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