Generative Modeling
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.15MaxSWD
9
Mar 4, 2026
195.3FID
9
Feb 26, 2026
-107.26Log-Likelihood Bound (100-point)
9
Feb 26, 2026
-234.19Test Log-Likelihood Bound
9
Feb 26, 2026
-108.51Training ELBO
9
Feb 26, 2026
-234.11ELBO (Train)
9
Feb 26, 2026
-97.21Training ELBO
9
Feb 26, 2026
0.007Objective
8
Jul 3, 2026
0.056Objective
8
Jul 3, 2026
2.879W2 Distance
8
May 11, 2026
0.053Sliced Wasserstein Distance
8
Feb 26, 2026
-91.487Log Likelihood
8
Apr 10, 2026
-90.1Mean Log-Likelihood
8
Feb 26, 2026
1.86BPD
8
Jun 30, 2026
3.28BPD
8
Feb 26, 2026
3,402Log-likelihood
8
Feb 26, 2026
103.03NLL
7
Jul 8, 2026
0.012MMSE
7
Jun 30, 2026
0.113MMSE
7
Jun 30, 2026
0.037MMSE
7
Jun 30, 2026
4.88Fréchet Inception Distance (FID)
7
Mar 19, 2026
1.38NLL
7
Mar 12, 2026
0.38NLL
7
Mar 12, 2026
0.28NLL
7
Mar 12, 2026
3.5NLL
7
Mar 12, 2026