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Papers Benchmarks Datasets Tasks

Sampling research benchmarks · SOTA2 Research

Sampling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.3Sampling Time (s)

39

Feb 26, 2026

DW-4 8 dimensions standard Gaussian reference

0Neural Calls

24

Mar 26, 2026

GMM-10 N=30 chains

6,231R Value

9

Mar 26, 2026

GMM-10 (N=10 chains)

681R

9

Mar 26, 2026

GMM-10 N=6 chains

1,743R

9

Mar 26, 2026

0.001Sampling Time (s)

9

Feb 26, 2026

ManyWell-32 N=30 chains

3.148Lambda_hat_K Statistic

8

Mar 26, 2026

ManyWell-32 (N=10 chains)

5,704R Statistic

8

Mar 26, 2026

ManyWell-32 N=5 chains

251R

8

Mar 26, 2026

Aggregated sampling tasks (GM-2, GMNU-2, GM-16, GMNU-16, LJ-13, LJ-55, ALDP, BNN)

99.76HVR

6

May 6, 2026

99.47Transport Efficiency

6

Feb 26, 2026

99.5Transport Efficiency

6

Feb 26, 2026

99.63Transport Efficiency

6

Feb 26, 2026

99.23Transport Efficiency

6

Feb 26, 2026

99.02Transport Efficiency

6

Feb 26, 2026

99.54Transport Efficiency

6

Feb 26, 2026

98.99Transport Efficiency

6

Feb 26, 2026

ULA w/ clf & corr

4.947Standard Deviation (SD)

5

Jun 16, 2026

ULA w/ clf & corr

0.221SD

5

Jun 16, 2026

Target distribution π

1Iteration Complexity

5

May 13, 2026

34.86Mean Episodic Reward

4

Mar 11, 2026

Potts model beta_low=1.3 L=16, J=1, q=4 (test)

8.4Magnetization

3

May 20, 2026

Potts model beta_critical=1.0986 L=16, J=1, q=4 (test)

5.3Magnetization

3

May 20, 2026

Ising model beta_low=0.6 L=24, J=1 (test)

9Magnetization

3

May 20, 2026

Ising model beta_critical=0.4407 L=24, J=1 (test)

0.059Magnetization

3

May 20, 2026

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