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Benchmarks
Representation Learning on CIFAR10
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95
Reciprocity
GeomAE
5.56
28.78
52
75.22
Mar 17, 2026
Reciprocity
Disentanglement Score
TA Score
KL Divergence (0.1)
Trust
Contrastive Score
W0
Updated 4mo ago
Evaluation Results
Method
Method
Links
Reciprocity
Disentanglement Score
TA Score
KL Divergence (0.1)
Trust
Contrastive Score
W0
GeomAE
Latent space dimension...
2026.03
95
43
68
0.1
84
81
171.2
Vanilla AE
Latent space dimension...
2026.03
27
93
89
0.01
98
98
21.73
GGAE
Latent space dimension...
2026.03
20
71
75
0.05
90
89
79.41
RTD-AE
Latent space dimension...
2026.03
16
99
95
0.005
100
100
5.8
TopoAE
Latent space dimension...
2026.03
14
100
97
0.001
100
100
2.95
MMAE
Latent space dimension...
2026.03
10
100
98
0
100
100
1.87
SPAE
Latent space dimension...
2026.03
9
100
98
0
100
100
1.57
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