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Benchmarks
Semi-supervised learning on MNIST 1,000 labels
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95
Accuracy
AEVB-IAF
66.92
74.21
81.5
88.79
Jan 5, 2024
Accuracy
ELBO
Latent NLL
Updated 4mo ago
Evaluation Results
Method
Method
Links
Accuracy
ELBO
Latent NLL
AEVB-IAF
Prior=Pinwheel, Classi...
2024.01
95
2.1
1.06
DDVI
Prior=Pinwheel, Classi...
2024.01
95
0.24
1.06
AEVB
Prior=Pinwheel, Classi...
2024.01
93
11.15
1.36
DDVI
Prior=Swiss Roll, Clas...
2024.01
92
2.89
2.09
AEVB-IAF
Prior=Square, Classifi...
2024.01
91
2.67
0.9
AEVB-IAF
Prior=Swiss Roll, Clas...
2024.01
90
5.38
2.75
DDVI
Prior=Square, Classifi...
2024.01
90
0.02
1.49
AAEB
Prior=Pinwheel, Classi...
2024.01
89
-
1.55
AAEB
Prior=Swiss Roll, Clas...
2024.01
88
-
3.07
AEVB
Prior=Square, Classifi...
2024.01
86
10.26
1.68
AAEB
Prior=Square, Classifi...
2024.01
82
-
1.48
AEVB
Prior=Swiss Roll, Clas...
2024.01
68
15.29
4.6
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