Diagnosis on TCGA GBM-LGG and IvyGAP (3-fold val) benchmark leaderboard · SOTA2 Research

Diagnosis on TCGA GBM-LGG and IvyGAP (3-fold val)

96.31AUCOurs (Tch)

Evaluation Results

Method	Links
Ours (Tch)2025.08		96.31	86.17	76.66	95.59	76.4
MMP2025.08		96.17	85.01	75.82	95.3	74.67
SML2025.08		96.02	85.52	77.71	95.58	77.29
MRePath2025.08		95.11	82.09	73.11	94.47	72.36
Bilinear2025.08		94.99	84.64	77.22	95.06	76.38
MCAT2025.08		94.9	82.37	71.26	94.52	70.35
SurvPath2025.08		94.42	77.96	64.13	91.16	63.07
MOTCat2025.08		93.2	80.88	66.56	93.72	61.43
MoME2025.08		93.04	80.83	67.32	93.93	63.18
Add2025.08		92.28	80.09	71.89	93.47	71.18
Concat2025.08		89.65	73.05	61.9	91.48	61.26
CMTA2025.08		89.25	73.44	58.39	91.63	52.49
SNN2025.08		88.24	73.54	62.59	91.45	61.11
Ours (Dst)2025.08		86.68	67.39	55.21	88.77	54.85
Ours (Stu)2025.08		84.3	63.9	54.04	88.22	53.25
LD-CVAE2025.08		84.27	64.28	51.02	87.84	48.37
AE2025.08		83.95	61.83	51.94	87.84	50.89
G-HANet2025.08		83.53	61.75	50.93	87.55	50.17
WiKG2025.08		83.26	63.25	48.57	86.69	45.96
DTFD-MIL2025.08		80.04	59.54	46.46	86.15	42.75
TransMIL2025.08		79.55	57.27	45.96	85.56	42.37
CLAM-SB2025.08		79.39	57	45.92	85.74	41.85
CLAM-MB2025.08		79.3	56.67	45.38	85.65	41.33
LM2025.08		79.19	55.83	46.25	85.67	41.58
DAS-MIL2025.08		78.92	61.46	41.07	85.55	33.75
ABMIL2025.08		78.48	55.81	40.09	82.93	35.45