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Papers Benchmarks Datasets Tasks

Generative Modeling research benchmarks – Page 2 · SOTA2 Research

Generative Modeling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet 64x64 downsampled

1.41Bits Per Dimension

13

Feb 26, 2026

MNIST Binary (test)

Diagonal BiLSTM

79.2NLL (nats)

13

Feb 26, 2026

Normal to moons synthetic (test)

0.109W2

12

Feb 26, 2026

Normal to 8gaussians synthetic (test)

0.241W2

12

Feb 26, 2026

ImageNet 64x64 unconditional (test)

2.99BPD

12

Feb 26, 2026

CelebA-HQ 128x128 (test)

22.25FID

12

Feb 26, 2026

STL10 96x96 (test)

77.24FID

12

Feb 26, 2026

ImageNet 32x32 (test)

3.76NLL

12

Feb 26, 2026

CIFAR-10 Unconditional

Sparse Transformer

2.8NLL (bits/dim)

11

Feb 26, 2026

MNIST binarized (test)

78.43NLL

10

Jul 8, 2026

0.201MMD

10

May 6, 2026

Crosshatch 20% missing-entry rate

0.011Mean Entry Difference (x10^-2)

10

Apr 29, 2026

Waves 20% missing-entry rate

0.47Mean Absolute Entry Difference

10

Apr 29, 2026

Spot the Cow (test)

0.77NLL

10

Feb 26, 2026

Stanford Bunny (test)

1.31NLL

10

Feb 26, 2026

WSJ0 Audio Spectrogram

1.94Log P(x)

10

Feb 26, 2026

Human Motion Capture h3.6m

2.94Log Likelihood

10

Feb 26, 2026

206MSE

10

Feb 26, 2026

MNIST permutation invariant (test)

-81.74Log Likelihood

10

Feb 26, 2026

rBergomi time-marginal 512

7.47KS Score

9

Jun 5, 2026

rBergomi time-marginal 384

7.77KS Score

9

Jun 5, 2026

rBergomi time-marginal 256

6.91KS Score

9

Jun 5, 2026

rBergomi time-marginal 128

6.89KS Score

9

Jun 5, 2026

Turbulence dataset

0.012PDF-JS

9

Mar 9, 2026

0.529MaxSWD

9

Mar 4, 2026

Page 2 of 10

Popular datasets

CIFAR ImageNet MNIST CelebA SUPA

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