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

Density Estimation research benchmarks – Page 8 · SOTA2 Research

Density Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Australian equity pseudo-sample (test)

0.325NLL

3

May 19, 2026

Australian equity pseudo-sample (val)

0.331NLL

3

May 19, 2026

CelebA aligned and cropped (test)

6,079Negative Log-Likelihood

3

May 15, 2026

Muon decay 0.02 × 0.02 square regions (Region B)

0.001Probability Mass

3

Mar 31, 2026

Muon decay 0.02 × 0.02 square regions (Region A)

0.001Probability Mass (Region A)

3

Mar 31, 2026

2.259Bits-per-Dimension

3

Feb 26, 2026

FTAG fabric 5-fold CV (test)

51.28MAE

3

Feb 26, 2026

Stanford Bunny k=100 (test)

1.28NLL

3

Feb 26, 2026

Stanford Bunny k=50 (test)

1.34NLL

3

Feb 26, 2026

Stanford Bunny k=10 (test)

Riemannian Flow Matching (w/ biharmonic)

1.06NLL

3

Feb 26, 2026

13.02Test Log Likelihood (nats)

3

Feb 26, 2026

Amazon Baby Registries Toys (test)

-7.79Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Strollers (test)

-5Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Safety (test)

-4.34Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Moms (test)

-3.47Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Media (test)

-7.82Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Health (test)

-7.41Log-LH

3

Feb 26, 2026

Amazon Baby Registries Gifts (test)

-3.4Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Gear (test)

-9.18Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Furniture (test)

-4.32Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Feeding (test)

-11.27Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Diaper (test)

-9.86Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Carseats (test)

-4.65Log-LH

3

Feb 26, 2026

Amazon Baby Registries Bedding (test)

-8.55Log-Likelihood

3

Feb 26, 2026

Amazon Baby Registries Bath (test)

-8.49Log-Likelihood

3

Feb 26, 2026

Page 8 of 11

Popular datasets

Amazon Baby Registries ImageNet LSUN CelebA MNIST

Follow for updates

Join SOTA2 Contact