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Benchmarks
Classification Model Monitoring on MNIST
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0.95
Relative Error vs. Random
Stratified
0.4752
3.6801
6.885
10.0899
Jan 29, 2026
Relative Error vs. Random
Updated 4d ago
Evaluation Results
Method
Method
Links
Relative Error vs. Random
Stratified
Sample size=100, Strat...
2026.01
0.95
Stratified
Sample size=1400, Stra...
2026.01
0.99
Adaptive stratified
Sample size=100, Strat...
2026.01
1.02
Adaptive stratified
Sample size=1400, Stra...
2026.01
1.07
Importance
Sample size=1400, Stra...
2026.01
7.82
Importance
Sample size=100, Strat...
2026.01
7.84
SIS
Sample size=100, Strat...
2026.01
8.97
SIS
Sample size=1400, Stra...
2026.01
9.27
Adaptive IS
Sample size=100, Strat...
2026.01
10.31
Adaptive IS
Sample size=1400, Stra...
2026.01
12.82
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