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Papers Benchmarks Datasets Tasks

Generative Modeling research benchmarks – Page 3 · SOTA2 Research

Generative Modeling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.15MaxSWD

9

Mar 4, 2026

195.3FID

9

Feb 26, 2026

Omniglot dynamically binarized (test)

-107.26Log-Likelihood Bound (100-point)

9

Feb 26, 2026

Fashion-MNIST dynamically binarized (test)

-234.19Test Log-Likelihood Bound

9

Feb 26, 2026

Omniglot dynamically binarized (train)

-108.51Training ELBO

9

Feb 26, 2026

Fashion-MNIST dynamically binarized (train)

-234.11ELBO (Train)

9

Feb 26, 2026

MNIST dynamically binarized (train)

-97.21Training ELBO

9

Feb 26, 2026

Clustered data K=3 synthetic (test)

0.007Objective

8

Jul 3, 2026

Clustered data K=3 synthetic (train)

0.056Objective

8

Jul 3, 2026

2D simulation Gamma-Poisson mixture

2.879W2 Distance

8

May 11, 2026

Synthetic (D=500) (test)

0.053Sliced Wasserstein Distance

8

Feb 26, 2026

Omniglot (test)

-91.487Log Likelihood

8

Apr 10, 2026

MNIST binarized (val)

-90.1Mean Log-Likelihood

8

Feb 26, 2026

1.86BPD

8

Jun 30, 2026

3.28BPD

8

Feb 26, 2026

MNIST real-valued (test)

Adversarial Autoencoder

3,402Log-likelihood

8

Feb 26, 2026

OMNIGLOT binarized (test)

103.03NLL

7

Jul 8, 2026

0.012MMSE

7

Jun 30, 2026

0.113MMSE

7

Jun 30, 2026

0.037MMSE

7

Jun 30, 2026

4.88Fréchet Inception Distance (FID)

7

Mar 19, 2026

Fire Spherical Dataset

1.38NLL

7

Mar 12, 2026

Flood Spherical Dataset

0.38NLL

7

Mar 12, 2026

Earthquake Spherical Dataset

0.28NLL

7

Mar 12, 2026

Volcano Spherical Dataset

3.5NLL

7

Mar 12, 2026

Page 3 of 10

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