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Papers Benchmarks Datasets Tasks

Generative Modeling research benchmarks – Page 7 · SOTA2 Research

Generative Modeling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Stochastic Burgers

0.007Time (s)

4

May 18, 2026

Fixed-grid wind modeling

0.046MMSE

4

May 14, 2026

Alanine Dipeptide

0.031JSD (ψ Angle)

4

Apr 21, 2026

ENHANCER FLY BRAIN (test)

16.9FBD

4

Feb 26, 2026

ENHANCER MELANOMA (test)

29FBD

4

Feb 26, 2026

2.74FID

4

Feb 26, 2026

inventory management dataset

0.013KS

4

Feb 26, 2026

Synthetic bimodal distribution on Hypercube ([0, 1]d) d=10 (test)

0.086MMD (mean)

4

Feb 26, 2026

Synthetic bimodal distribution on Hypercube ([0, 1]d) d=3 (test)

0.049MMD (mean)

4

Feb 26, 2026

Synthetic bimodal distribution on Hypercube ([0, 1]d), d=2 (test)

0.025MMD (mean)

4

Feb 26, 2026

Synthetic bimodal distribution on Unit Simplex (Ad) d=10 (test)

0.028MMD (Mean)

4

Feb 26, 2026

Synthetic bimodal distribution on Unit Simplex (Ad) d=3 (test)

0.032MMD (mean)

4

Feb 26, 2026

Synthetic bimodal distribution on Unit Simplex (Ad) d=2 (test)

0.027MMD (mean)

4

Feb 26, 2026

4.03BPD

4

Feb 26, 2026

CIFAR10 32x32 (test)

63.94FID

4

Feb 26, 2026

0.878FID Score

4

Feb 26, 2026

0.486FID Score

4

Feb 26, 2026

0.11FID

4

Feb 26, 2026

0.067FID (Distribution Similarity)

4

Feb 26, 2026

Sequential ImageNet (Cats), CUB 200 (Birds), LSUN (Churches), LSUN (Towers)

29FID (Cats, Task 1)

4

Feb 26, 2026

2.03bpd

4

Feb 26, 2026

1.181Marginal (1+)

4

Feb 26, 2026

4.1Marginal

4

Feb 26, 2026

Wishart-mixture p=200 (test)

0.015MMD

3

Jun 16, 2026

Wishart-mixture p=100 (test)

0.013MMD

3

Jun 16, 2026

Page 7 of 10

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