Generative Modeling
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
2.51BPD
68
Jun 30, 2026
2.65NLL (bits/dim)
62
Feb 26, 2026
136.73ELBO
51
Mar 10, 2026
76.93NLL (nats)
50
Jun 30, 2026
2.31FDval
48
Jun 18, 2026
1.19Fréchet Distance (FD)
48
Jun 18, 2026
1.79FID
35
Apr 28, 2026
99.32N-ELBO
35
Apr 10, 2026
-108.62Log Likelihood
30
Feb 26, 2026
-230.77Log Likelihood (100 samples)
30
Mar 31, 2026
-92.13Log Likelihood
30
Feb 26, 2026
9.289FID
26
Mar 4, 2026
3.77Bits Per Dimension
24
Feb 26, 2026
0.101SWD
21
May 19, 2026
0.187W1^P (Pareto Margins)
20
May 20, 2026
0.01W1 Distance
20
May 20, 2026
-171.6ELBO
20
Feb 26, 2026
-130.9ELBO
20
Feb 26, 2026
9.62FID
19
Feb 26, 2026
0.1MaxSWD
18
Mar 4, 2026
0.275JSD
16
Apr 21, 2026
3.56FID (50K)
15
Jun 5, 2026
1.73FID
15
Mar 19, 2026
2.49Bits per Dimension
15
Feb 26, 2026
-97.62NELBO
13
Feb 26, 2026