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Density Estimation research benchmarks – Page 6 · SOTA2 Research

Density Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SO(3) M=16 synthetic (test)

-0.89NLL

5

Feb 26, 2026

ImageNet (test)

3.67BPD

5

Feb 26, 2026

0.03Wasserstein Distance

5

Feb 27, 2026

IPP Synthetic hold-out (test)

0.03MMD

5

Feb 27, 2026

SC Synthetic hold-out (test)

0.08MMD

5

Feb 27, 2026

Hawkes1 Synthetic (test)

0.02MMD

5

Feb 27, 2026

0.03MMD

5

Feb 27, 2026

0.01MMD

5

Feb 27, 2026

0.03MMD

5

Feb 27, 2026

0.08MMD

5

Feb 27, 2026

0.01MMD

5

Feb 27, 2026

0.02MMD

5

Feb 27, 2026

MRP Synthetic (test)

0.01Wasserstein distance

5

Feb 27, 2026

RP Synthetic (test)

0.02Wasserstein Distance

5

Feb 27, 2026

IPP Synthetic (test)

0.01Wasserstein Distance

5

Feb 27, 2026

SC Synthetic (test)

0Wasserstein Distance

5

Feb 27, 2026

Hawkes2 Synthetic (test)

0.01Wasserstein Distance

5

Feb 27, 2026

Hawkes Synthetic 1 (test)

0.03Wasserstein Distance

5

Feb 27, 2026

76.93NLL (nats)

5

Feb 26, 2026

0.61Bits per Dimension

5

Feb 26, 2026

2,440NLL

4

May 15, 2026

CelebA YCbCr aligned and cropped (test)

4,517NLL

4

May 15, 2026

6Rejection Rate

4

Feb 26, 2026

5Rejection Rate

4

Feb 26, 2026

6Rejection Rate

4

Feb 26, 2026

Page 6 of 11

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