Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Generative Modeling research benchmarks – Page 5 · SOTA2 Research

Generative Modeling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic bimodal distribution on Unit Simplex Δ^d (test)

7.81Log-Likelihood

6

Feb 26, 2026

Synthetic bimodal distribution on Hypercube [-1, 1]^d (test)

10.8Log-Likelihood

6

Feb 26, 2026

CelebA 64x64 (test)

14.4FID

6

Feb 26, 2026

0.895High Quality (%)

6

Feb 26, 2026

CelebA HQ 256x256

0.61Bits Per Dimension (bpd)

6

Feb 26, 2026

0MMD

6

Feb 26, 2026

0MMD

6

Feb 26, 2026

0MMD

6

Feb 26, 2026

0MMD

6

Feb 26, 2026

0MMD

6

Feb 26, 2026

0MMD

6

Feb 26, 2026

0MMD

6

Feb 26, 2026

PP distributions (d=6, N=6000)

15Training Time (s)

5

Jun 23, 2026

ABIDE (random train-test splits)

Riemannian SPD-CFM

0.089MMD

5

Jun 16, 2026

Wishart-mixture p=50 (test)

0.011MMD

5

Jun 16, 2026

Wishart-mixture p=20 (test)

0.021MMD

5

Jun 16, 2026

2d Triangle dataset (test)

0.007W2 Distance

5

Jun 16, 2026

0.127W1 Distance

5

May 20, 2026

1Training Time

5

May 20, 2026

2Training Time

5

May 20, 2026

4Training Time

5

May 20, 2026

1.1Training Time

5

May 20, 2026

1.5Training Time

5

May 20, 2026

0.894SW2 Score

5

May 14, 2026

1.119SW2 Score

5

May 14, 2026

Page 5 of 10

Popular datasets

CIFAR ImageNet MNIST CelebA SUPA

Follow for updates

Join SOTA2 Contact