Unconditional Density Estimation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.97Average Test Log Likelihood (nats)
30
Feb 26, 2026
8.86NLL (nats)
22
Feb 26, 2026
14.01NLL (nats)
22
Feb 26, 2026
-2.31Log-Likelihood
8
Feb 26, 2026
-1.92Test LogLikelihood
8
Feb 26, 2026
-1.57LogLikelihood
8
Feb 26, 2026
156.36Avg Test Log Likelihood (nats)
8
Feb 26, 2026
3,049Log Likelihood (nats)
8
Feb 26, 2026
-1,038.5Avg Test Log Likelihood (nats)
8
Feb 26, 2026
4.31Bits per Pixel
8
Feb 26, 2026
1.41Bits per Pixel
8
Feb 26, 2026
24.5Average CD
5
Feb 26, 2026
0.89Average CD
3
Feb 26, 2026
0.142Average CD
3
Feb 26, 2026
13.8Avg CD
2
Feb 26, 2026