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Benchmarks
In-hospital mortality prediction on MIMIC-III continual protocol (B) demographic shift
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0.85
AUROC (Full-data UB)
Tree of Concepts
0.7668
0.7884
0.81
0.8316
Apr 18, 2026
AUROC (Full-data UB)
AUROC (Avg. Past-Task)
AUROC (Avg. Current-Task)
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC (Full-data UB)
AUROC (Avg. Past-Task)
AUROC (Avg. Current-Task)
Tree of Concepts
Replay=Yes
2026.04
0.85
0.76
0.8
XGBoost
Replay=No
2026.04
0.84
0.7
0.77
XGBoost
Replay=Yes
2026.04
0.84
0.74
0.78
FT-Transformer
Replay=No
2026.04
0.83
0.68
0.76
FT-Transformer
Replay=Yes
2026.04
0.83
0.71
0.77
Decision Tree
Replay=No
2026.04
0.77
0.52
0.68
Decision Tree
Replay=Yes
2026.04
0.77
0.58
0.69
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