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Papers Benchmarks Datasets Tasks

PDE Imputation research benchmarks · SOTA2 Research

PDE Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Navier-Stokes (8/9 observed blocks)

0.759MSE

7

May 4, 2026

Advection (5/9 observed blocks)

0.141MSE

7

May 4, 2026

Advection 8/9 observed blocks

0.107MSE

7

May 4, 2026

Shallow Water 5/9 observed blocks

0.087MSE

7

May 4, 2026

Shallow Water 8/9 observed blocks

0.02MSE

7

May 4, 2026

Advection 30% availability (test)

0.119Simulation MSE

7

May 4, 2026

Advection 80% availability (test)

0.103Simulation MSE

7

May 4, 2026

Shallow Water 30% availability (test)

0.738Feasibility Loss

7

May 4, 2026

Shallow Water 80% availability (test)

0.187Feasibility Loss

7

May 4, 2026

Popular datasets

Shallow-Water Advection Navier-Stokes

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