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Benchmarks
Binary Classification on Synthetic 500 features (test)
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1.39
Inference Time (s)
Random
1.2888
1.9719
2.655
3.3381
Jun 24, 2026
Inference Time (s)
Speedup (×)
AUC
Change in AUC (∆AUC)
Log-loss
Updated 1mo ago
Evaluation Results
Method
Method
Links
Inference Time (s)
Speedup (×)
AUC
Change in AUC (∆AUC)
Log-loss
Random
subsampling fraction (...
2026.06
1.39
2.82
95.33
0.007
0.3703
EMA-FS
retention ratio (r)=0.3
2026.06
1.5
2.61
94.19
0.018
0.3603
EMA-FS
retention ratio (r)=0.5
2026.06
2.22
1.77
95.85
0.001
0.346
EMA-FS
retention ratio (r)=0.7
2026.06
2.93
1.34
96.1
0.001
0.3433
Baseline
Config=Baseline
2026.06
3.92
1
95.99
-
0.3439
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