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Tabular Regression on Carbon no contamination (avg. over 10 trials)
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0.013
RMSE
GP
0.01224
0.01737
0.0225
0.02763
May 28, 2026
RMSE
ESS (theta)
ESS (y)
Updated 5d ago
Evaluation Results
Method
Method
Links
RMSE
ESS (theta)
ESS (y)
GP
2026.05
0.013
6.2
100
Grad. (Primal)
SBL mode=heteroscedastic
2026.05
0.013
3.9
100
Grad. (Dual)
SBL mode=heteroscedastic
2026.05
0.013
3.3
100
OLS
2026.05
0.014
100
100
EM
SBL mode=heteroscedastic
2026.05
0.014
24.9
100
ℓ2-IRLS
SBL mode=heteroscedastic
2026.05
0.014
18.7
100
Huber
2026.05
0.015
100
99.3
MacKay
SBL mode=heteroscedastic
2026.05
0.015
3.1
100
ℓ1-IRLS
SBL mode=heteroscedastic
2026.05
0.015
5.7
100
Ridge
2026.05
0.026
69.9
100
Student-t
2026.05
0.032
100
96.4
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