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Density Estimation on MNIST (test)

-3,408.16NLL (bits/dim)

VAE

-3,548.0224-2,603.9512-1,659.88-715.8088Oct 2, 2018Jun 11, 2019Feb 18, 2020Oct 27, 2020Jul 6, 2021Mar 15, 2022Nov 22, 2022
Updated 3d ago

Evaluation Results

MethodLinks
2019.10
-3,408.16---
2019.10
-1,432.5---
2019.10
-1,423.39---
2019.06
0.97---
2018.10
0.99---
2018.11
0.99---
2019.06
0.99---
2020.07
0.99---
2022.03
1.01779.6416.409750.67
2022.03
1.024138.21212.3681,265.48
2022.03
1.02646.3633.353396.81
2018.10
1.05---
2018.10
1.05---
2018.11
1.05---
2019.06
1.05---
2019.06
1.05---
2020.07
1.05---
2022.05
1.05---
2018.10
1.06---
2018.11
1.06---
2018.11
1.06---
2019.06
1.06---
2020.07
1.06---
2022.05
1.06---
2022.11
1.14---
2022.11
1.2---
2022.11
1.27---
2020.07
1.29---
2020.07
1.34---
2022.05
1.35---
2022.11
1.39---
2022.05
1.41---
2022.11
1.67---
2020.07
1.71---
2018.10
1.89---
2018.11
1.89---
2020.07
1.89---
2022.11
1.9---
2022.05
1.91---
2022.11
1.98---
2018.10
2.04---
2018.11
2.04---
2022.05
2.7---
2022.05
3.11---
2022.05
4.19---
2018.11
4.36---
2021.07
86.3---
2021.07
86.6---
2021.07
86.8---
2021.07
87---
2021.07
87.3---
2021.07
87.3---
2021.07
87.4---
2021.07
87.6---
2021.07
88.3---
2021.07
88.4---