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Papers Benchmarks Datasets Tasks

Sampling research benchmarks – Page 2 · SOTA2 Research

Sampling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Clutter problem 2D

56.1Acceptance Rate

3

Apr 27, 2026

Clutter problem 1D

89.4Acceptance Rate

3

Apr 27, 2026

11.56Sampling Time (s)

3

Feb 26, 2026

16.5Wall-Clock Time (ms)

2

Mar 6, 2026

Discrete Data Masking Noising

—

—Primary metric

0

Feb 26, 2026

Discrete Data Uniform Noising

—

—Primary metric

0

Feb 26, 2026

Product distributions with p_j in [1/3, 2/3]

—

—Primary metric

0

Feb 26, 2026

Product distributions on {0, 1}^d

—

—Primary metric

0

Feb 26, 2026

Distributions on [k]

—

—Primary metric

0

Feb 26, 2026

Theoretical Distributions

—

—Primary metric

0

Feb 26, 2026

Generalized Cauchy target densities Degrees of freedom v ∈ (0, 1)

—

—Primary metric

0

Feb 26, 2026

Generalized Cauchy target densities Degrees of freedom (v ≥ 1)

—

—Primary metric

0

Feb 26, 2026

Target distributions Sub-exponential

—

—Primary metric

0

Feb 26, 2026

Target distributions Sub-gaussian

—

—Primary metric

0

Feb 26, 2026

Target distributions Uniformly Bounded KSD

—

—Primary metric

0

Feb 26, 2026

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GMM Target distributions Manywell Generalized Cauchy target densities Potts model

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