Density Estimation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.03NLL
16
Apr 14, 2026
-161.16NLL
16
Jun 30, 2026
3.42Bits-per-dimension
16
Feb 26, 2026
88.29NLL
16
Feb 26, 2026
0.177MMD
14
Apr 29, 2026
-7.93NLL
14
Feb 26, 2026
-1.78Avg Test NLL
14
Jun 23, 2026
3.4Bits/dim
13
Feb 26, 2026
3.58NLL (bits/dim)
12
Feb 26, 2026
22.84NLL
12
Feb 26, 2026
0.93bpd
12
Feb 26, 2026
-13.78Log-likelihood
12
Feb 26, 2026
27.95Avg Test Log-Likelihood
12
Jun 30, 2026
1MSE
11
May 27, 2026
0.193MMD
11
Apr 29, 2026
0.03MMD
10
Feb 27, 2026
0.06MMD
10
Feb 27, 2026
0.03MMD
10
Feb 27, 2026
0.04MMD
10
Feb 27, 2026
0.02MMD
10
Feb 27, 2026
0.01MMD
10
Feb 27, 2026
0.03MMD
10
Feb 27, 2026
-5.99Log-Likelihood
10
Jul 9, 2026
-6.94Avg Log-Likelihood
10
Feb 26, 2026
12.06Average Log-Likelihood
10
Feb 26, 2026