Density Estimation
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
-13.17Avg Log-Likelihood (nats)
9
Feb 26, 2026
0.249MMD
8
Apr 29, 2026
-1.86NLL
8
Feb 26, 2026
0.42NLL
8
Feb 26, 2026
-0.4Negative Log-Likelihood
8
Feb 26, 2026
0.51NLL (bits/dim)
8
Feb 26, 2026
3.3NLL (bits/dim)
8
Feb 26, 2026
-9.9Log-Likelihood
8
Feb 26, 2026
3.79Bits-per-dimension
8
Feb 26, 2026
0p-value
8
Feb 26, 2026
0p-value
8
Feb 26, 2026
159.8Avg Test LL
8
Feb 26, 2026
-250.2Log-Likelihood
7
Jul 9, 2026
-52.81Log-Likelihood
7
Jul 9, 2026
-79.97Log-likelihood
7
Jul 9, 2026
-57.59Log-Likelihood
7
Jul 9, 2026
-14.46Log-likelihood
7
Jul 9, 2026
-6.43Log-likelihood
7
Jul 9, 2026
1.54bpd
7
Feb 26, 2026
1.6BPD
7
Feb 26, 2026
1.58Bits Per Dimension (bpd)
7
Feb 26, 2026
1.52bpd
7
Feb 26, 2026
-6.03Log-Likelihood
7
Feb 26, 2026
-33.83Log-Likelihood
7
Feb 26, 2026
-165.71NLL
7
Feb 26, 2026