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ResearchFormerly WizWand

Cancer Subtyping

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

TCGA-NLCSC (test)

93.1Accuracy

53

Feb 26, 2026

cohort of lung cancer H1 (internal)

0.975Mean AUC

46

Feb 26, 2026

0.893AUC

40

May 20, 2026

Cohort of lung cancer H1 (prospective)

0.851Mean AUC

23

Feb 26, 2026

95.9AUC

18

Feb 26, 2026

BRACS-7 (official)

0.773AUC

18

Feb 26, 2026

TCGA-BRCA (test)

95.2AUC

17

Mar 4, 2026

Lung Prospective-H1

0.837D-Score

11

Feb 26, 2026

Lung Internal-H1

0.92D-Score

11

Feb 26, 2026

TCGA-RCC ($N_{IND}=6$, IND)

98AUC

7

Feb 26, 2026

TCGA-RCC $N_{IND}=6$ OOD

0.979AUC

7

Feb 26, 2026

99.7AUC

7

Feb 26, 2026

TCGA-RCC $N_{IND}=3$, OOD

0.983AUC

7

Feb 26, 2026

98.1AUC

7

Feb 26, 2026

TCGA-NSCLC $N_{IND}=4$, OOD

96.9AUC

7

Feb 26, 2026

TCGA-NSCLC IND ($N_{IND}=2$)

99.9AUC

7

Feb 26, 2026

TCGA-NSCLC $N_{IND}=2$ OOD

0.945AUC

7

Feb 26, 2026

Average (UBC-OCEAN, CAMELYON, TUPAC16) (test)

82.7Accuracy

7

Feb 26, 2026

0.604Accuracy

7

Feb 26, 2026

CAMELYON (test)

96.1Accuracy

7

Feb 26, 2026

UBC-OCEAN (test)

80.8Accuracy

7

Feb 26, 2026

97.97AUC

6

Jun 30, 2026

TCGA-BRCA (NIND=2) (IND)

1.67AUC Gain

5

Feb 26, 2026

TCGA-BRCA (NIND=2) (OOD)

5.82AUC Gain

5

Feb 26, 2026

TCGA-BRCA NIND=1 (IND)

4.34AUC Gain

5

Feb 26, 2026