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Benchmarks
Representation Learning on MNIST 20k samples
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0.0021
MSE
AE-only
0.001892
0.003296
0.0047
0.006104
Jul 8, 2026
MSE
Linear Probe Accuracy
Silhouette Score
Representation Smoothness
Dimensionality
Updated 17d ago
Evaluation Results
Method
Method
Links
MSE
Linear Probe Accuracy
Silhouette Score
Representation Smoothness
Dimensionality
AE-only
2026.07
0.0021
91.8
0.06
0.139
64
AE+Contrastive
2026.07
0.0023
99.2
0.744
0.172
64
AE+IGL
Protocol=Joint
2026.07
0.0025
99
0.47
0.123
9
AE+IGL
Protocol=Two-stage
2026.07
0.0036
99.1
0.63
0.122
12
AE+KL
2026.07
0.0073
93.3
0.042
0.156
64
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