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Papers Benchmarks Datasets Tasks

Density Estimation research benchmarks – Page 11 · SOTA2 Research

Density Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LSUN tower (train)

2.78Bits/dim

1

Feb 26, 2026

LSUN tower (val)

2.81Bits/dim

1

Feb 26, 2026

LSUN bedroom (train)

2.7Bits/dim

1

Feb 26, 2026

LSUN bedroom (val)

2.72Bits/dim

1

Feb 26, 2026

ImageNet 128x128 (test)

Multiscale PixelCNN

3.55Bits per Sub-pixel

1

Feb 26, 2026

3D Manifold 1.0 (test)

—

—Primary metric

0

Feb 26, 2026

3D Heavy-Tail 1.0 (test)

—

—Primary metric

0

Feb 26, 2026

3D Gauss 1.0 (test)

—

—Primary metric

0

Feb 26, 2026

Family of k distributions Realizable case

—

—Primary metric

0

Feb 26, 2026

15-dimensional tri-modal synthetic dataset (test)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

UCI GAS d=11 (test)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Page 11 of 11

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