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Benchmarks
Attribute Classification on MNIST original (test)
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100
Background Accuracy
Base
48.728
62.039
75.35
88.661
Mar 4, 2026
Background Accuracy
Digit Accuracy
Accuracy Difference
Updated 1mo ago
Evaluation Results
Method
Method
Links
Background Accuracy
Digit Accuracy
Accuracy Difference
Base
Supervision=None
2026.03
100
99.7
0.3
Contrastive
Supervision=Supervised...
2026.03
62.2
97.8
37.6
Adversary
Supervision=Supervised...
2026.03
56.5
97
40.5
Contrastive
Supervision=Unsupervis...
2026.03
52.7
96.9
44.2
VAE-NN-debias
Supervision=Unsupervised
2026.03
51.8
96.8
45
VAE
Supervision=Unsupervis...
2026.03
51.6
95.2
43.6
VAE
Supervision=Supervised...
2026.03
50.7
98.1
47.4
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