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Kernel Density Estimation research benchmarks · SOTA2 Research

Kernel Density Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CoocTexture D=16, N=50000 (rnd)

189KDE Error (Config=1)

10

Jun 4, 2026

bio D = 5, N = 50000, h* = 0.000567161 (rnd)

491Result (Scale 1)

10

Jun 4, 2026

1D Complex (test)

0.009KLD

10

Feb 26, 2026

1D Bimodal (test)

0.002KLD

10

Feb 26, 2026

4D Heavy-Tail distribution

1.138KLD

9

Feb 26, 2026

4D Heavy Mixture distribution

1.135KLD

9

Feb 26, 2026

4D Gauss distribution

0.275KLD

9

Feb 26, 2026

MNIST Digit 8 (test)

0.011KLD

9

Feb 26, 2026

MNIST Digit 3 (test)

0.016KLD

9

Feb 26, 2026

MNIST Digit 1 (test)

0.012KLD

9

Feb 26, 2026

sj2 N=50000 D=2

0.13Error/Cost (h=10^3)

7

Jun 4, 2026

covtype-rnd D=10 N=50000

98.2KDE Cost (h=1)

5

Jun 4, 2026

pall rnd D=7 (N=50000)

37.7Score (h=1)

5

Jun 4, 2026

Popular datasets

MNIST Bio CovType 1D Bimodal 1D Complex

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