Classification on CRC-KRAS TCGA cohort

72.6AUCMambaMIL+

Evaluation Results

Method
MambaMIL+2025.12	72.6	66	65.2
DTFD2025.12	71.6	65.4	64.5
CLAM2025.12	71.1	63.7	62.9
MHIM-ABMIL2025.12	69.7	63.9	63
MambaMIL2025.12	69.5	63.5	61.7
ABMIL2025.12	69.3	66.2	65
RRTMIL2025.12	68.6	61.3	59.1
DSMIL2025.12	66.9	62.1	59.1
PAM2025.12	66.8	61.6	56.9
2DMambaMIL2025.12	66.8	61.5	55.3
MambaMIL+2025.12	66.3	64	63.3
RRTMIL2025.12	66.1	62.7	61.9
MHIM-ABMIL2025.12	65.9	58.9	56.3
ABMIL2025.12	65.8	60.2	59.9
MeanMIL2025.12	65.3	58.3	53.6
MHIM-TransMIL2025.12	64.6	58	51.7
MambaMIL2025.12	63.7	59.2	56.8
ABMIL2025.12	62.4	58.8	58.4
CLAM2025.12	62.4	55.1	48.9
MambaMIL+2025.12	61.9	59.8	59.3
MambaMIL+2025.12	61.8	56	51.2
MeanMIL2025.12	61.7	55.1	47.5
MHIM-ABMIL2025.12	60.9	56.7	55.2
TransMIL2025.12	60.8	57.3	55
DTFD2025.12	60.7	57.5	55.5
MHIM-ABMIL2025.12	60.3	49	37.2
CLAM2025.12	59.9	56.4	55.6
MambaMIL+2025.12	59.4	56.5	55.7
MambaMIL2025.12	59.4	54.1	49.3
DTFD2025.12	59.4	52.4	46.7
PAM2025.12	59.3	54.2	47.1
PAM2025.12	59.2	54.3	43.5
CLAM2025.12	58.9	50.5	38
DSMIL2025.12	58.7	51	38.3
ABMIL2025.12	58.4	50.3	35.7
MHIM-TransMIL2025.12	57.9	54.2	51.6
2DMambaMIL2025.12	57.8	52.5	43.1
DTFD2025.12	57.2	53.9	49.8
MeanMIL2025.12	57	53.9	52
RRTMIL2025.12	57	55.1	54.7
MaxMIL2025.12	57	51.9	44.7
MeanMIL2025.12	56.8	50.3	40.3
MaxMIL2025.12	56.6	55.4	51.4
MambaMIL+2025.12	56.5	54.3	48.4
MambaMIL2025.12	56.4	52.3	48.3
DSMIL2025.12	56.4	54	53.7
RRTMIL2025.12	56.3	53.7	48.7
PAM2025.12	56.1	51	40.3
ABMIL2025.12	56	56	51.7
MHIM-ABMIL2025.12	55.9	55.5	53.9
MaxMIL2025.12	55.9	54.7	53.7
MHIM-TransMIL2025.12	55.7	52.1	45.8
2DMambaMIL2025.12	55.5	51.9	49.2
TransMIL2025.12	54.9	51.9	47.9
PAM2025.12	54.9	54.3	53.9
DSMIL2025.12	54.8	52.1	43.4
MeanMIL2025.12	54.8	51.9	46.8
RRTMIL2025.12	54.5	49.7	34
CLAM2025.12	54.2	50	34.1
CLAM2025.12	54.2	52.5	51.8
MaxMIL2025.12	54.1	52.9	49.4
RRTMIL2025.12	54.1	49.5	42.9
2DMambaMIL2025.12	54	50.3	41.6
MaxMIL2025.12	53.9	52	42.9
ABMIL2025.12	53.6	50	34.1
MHIM-TransMIL2025.12	53.6	49.8	35.5
2DMambaMIL2025.12	53.6	50.3	38.1
PAM2025.12	52.9	52.3	46.1
DSMIL2025.12	52.9	51	46.1
MambaMIL2025.12	52.7	52.4	50.6
DSMIL2025.12	52.4	54.3	43.1
TransMIL2025.12	52.1	50.2	41
MeanMIL2025.12	52	50.3	37.5
MHIM-ABMIL2025.12	52	50.8	35.8
DTFD2025.12	52	50.6	39.5
TransMIL2025.12	51.8	50.3	42.8
MambaMIL2025.12	51.1	50.6	38.7
2DMambaMIL2025.12	51.1	51.2	37.8
TransMIL2025.12	50.9	49	41.3
MHIM-TransMIL2025.12	50.9	49.5	41.1
MHIM-TransMIL2025.12	49	51.6	45.9
DTFD2025.12	48.4	49.3	35.9
TransMIL2025.12	46.5	47.1	42.1
MaxMIL2025.12	43.8	50.4	37.4