Disentangled Representation Learning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
91FactorVAE
57
Jul 7, 2026
80.9MCC
24
Feb 26, 2026
77.7MCC
24
Feb 26, 2026
0.872FactorVAE Score
18
Feb 26, 2026
0.999FactorVAE Score
18
Feb 26, 2026
1Beta-VAE Score
15
Mar 13, 2026
34.5MIG
15
May 25, 2026
0TAD
10
Feb 26, 2026
0.789FactorVAE Score
9
Apr 21, 2026
131.764NLL
8
Jul 8, 2026
347.94NLL
8
Jul 8, 2026
0.933LDSI (FVH-LT)
8
Mar 13, 2026
0.949K-Means NMI (Stimulation, w)
7
Jul 8, 2026
0.502Mutual Information I(z; w)
7
Jul 8, 2026
1.769NLL
7
Jul 8, 2026
15.67Reconstruction Error
7
May 25, 2026
0.37MSE
7
Feb 26, 2026
1β-VAE Score
6
Jun 30, 2026
0.884Beta-VAE Score
6
Jun 30, 2026
0.268DCI
6
Mar 20, 2026
0.099DCI
6
Mar 20, 2026
0.105MIG
6
Mar 20, 2026
0TAD
6
Feb 26, 2026
3.7Reconstruction L2 Norm
5
Jun 17, 2026
80.5Gender Accuracy
4
Feb 26, 2026