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Papers Benchmarks Datasets Tasks

Operator learning research benchmarks – Page 6 · SOTA2 Research

Operator learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

2-D Poisson elliptic

1.09Mean Relative L2 Error

2

Mar 25, 2026

Burgers' Grid size 256

0.002Error

2

Mar 4, 2026

Structural Mechanics

4.76Relative Test Error

2

Feb 26, 2026

0.26Relative Test Error

2

Feb 26, 2026

Allen-Cahn phase-field (test)

—

—Primary metric

0

Feb 26, 2026

Lorenz-96 chaotic ODE (test)

—

—Primary metric

0

Feb 26, 2026

1-D Advection-Diffusion (test)

—

—Primary metric

0

Feb 26, 2026

2-D Poisson elliptic (test)

—

—Primary metric

0

Feb 26, 2026

Page 6 of 6

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