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Overall Performance Ranking on 37 datasets
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1.269
Combined Score
Best-of-3
1.25408
1.35479
1.4555
1.55621
May 16, 2026
Combined Score
Mean Rank
Win Count
Updated 14d ago
Evaluation Results
Method
Method
Links
Combined Score
Mean Rank
Win Count
Best-of-3
cross-validation=5-fold
2026.05
1.269
7.95
1
LR / Ridge
cross-validation=5-fold
2026.05
1.455
6.35
4
Basic MLP
cross-validation=5-fold
2026.05
1.483
6.31
1
NeuroSym
cross-validation=5-fold
2026.05
1.489
6.77
0
Random Forest
cross-validation=5-fold
2026.05
1.541
5.22
1
KAN-like
cross-validation=5-fold
2026.05
1.558
5.65
2
Grad. Boosting
cross-validation=5-fold
2026.05
1.591
5.27
1
Tuned MLP
cross-validation=5-fold
2026.05
1.594
4.64
0
CatBoost
cross-validation=5-fold
2026.05
1.616
3.74
5
Soft Learning
cross-validation=5-fold
2026.05
1.642
3.11
12
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