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Parameter Estimation research benchmarks – Page 5 · SOTA2 Research

Parameter Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Fractional Poisson Process (FPP) data 1000 paths of length 30

0.674MSE

2

Feb 26, 2026

Toy MNIST (simulation)

0.82iota Estimate

1

Feb 26, 2026

Asymmetric two-component normal mixture epsilon=0.15 synthetic (test)

—

—Primary metric

0

May 26, 2026

Asymmetric two-component normal mixture epsilon=0.10 synthetic (test)

—

—Primary metric

0

May 26, 2026

Asymmetric two-component normal mixture epsilon=0.00 synthetic (test)

—

—Primary metric

0

May 26, 2026

Simulated (test)

—

—Primary metric

0

Apr 23, 2026

Gaussian data eps=1% (synthetic)

—

—Primary metric

0

Feb 26, 2026

High dimensional simulated data

—

—MSE

0

Feb 26, 2026

Page 5 of 5

Popular datasets

Pendulum Synthetic Data Gaussian data Synthetic von Mises-Fisher distribution

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