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Papers Benchmarks Datasets Tasks

MMD Variance Estimation research benchmarks · SOTA2 Research

MMD Variance Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Alternative hypothesis (delta != 0, m = n)

euMMD (Var(T2))

0Variance Estimate

32

Feb 26, 2026

1D Laplace distributions Delta=1, m=1.5n

euMMD (Proposed Var(T2))

0MMD Variance Estimate

24

Feb 26, 2026

Simulated Null Distribution Gaussian Kernel

Sutherland et al.

0Var(MMD)

12

Feb 26, 2026

Simulated Null Distribution (Laplacian Kernel)

0Var(MMD)

12

Feb 26, 2026

Laplace distribution shift (P ~ Laplace(0,1), Q ~ Laplace(1,1), m=2n, n=15849)

euMMD (Var(T2))

0MMD Variance Estimate

6

Feb 26, 2026

Laplace distribution shift P ~ Laplace(0,1), Q ~ Laplace(1,1), m=2n, n=3162

euMMD (Var(T2))

0MMD Estimator Variance

6

Feb 26, 2026

Laplace distribution shift P ~ Laplace(0,1), Q ~ Laplace(1,1), m=2n, n=631

euMMD (Var(T2))

0Variance Estimate

6

Feb 26, 2026

Laplace distribution shift P ~ Laplace(0,1), Q ~ Laplace(1,1), m=2n, n=126

euMMD (Var(T2))

0Variance Estimate

6

Feb 26, 2026

Alternative Hypothesis (Δ=1, m=0.8n, n=15849)

Proposed (Var(T2))

0MMD Variance Estimate

6

Feb 26, 2026

Alternative Hypothesis Δ=1, m=0.8n, n=3162

Proposed (Var(T2))

0MMD Variance Estimate

6

Feb 26, 2026

Alternative Hypothesis Δ=1, m=0.8n, n=631

Proposed (Var(T2))

0MMD Variance Estimate

6

Feb 26, 2026

Alternative Hypothesis (Δ=1, m=0.8n, n=126)

0.003MMD Variance Estimate

6

Feb 26, 2026

Popular datasets

Alternative Hypothesis Laplace distribution shift Simulated Null Distribution 1D Laplace distributions

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