Outlier Detection on InternetAds ADBench benchmark leaderboard · SOTA2 Research

Outlier Detection on InternetAds ADBench

69.62AUROCMetaOD

Evaluation Results

Method	Links
MetaOD2025.07		69.62	52.5
ECOD2025.07		67.7	50.89
NeutralAD2025.07		66.42	34.68
DTE-NP2025.07		65.11	29.39
SLAD2025.07		64.66	29.35
UniOD2025.07		63.5	32.8
kNN2025.07		62.36	29.76
DSVDD2025.07		62.18	29.83
KDE2025.07		61.79	23.8
KPCA+MLP2025.07		58.18	28.39
MLP+TF2025.07		54.47	26.59
DPAD2025.07		53.86	21.11
AE2025.07		53.71	19.33
ICL2025.07		42.73	16.07
MetaOD2025.07		0.6962	0.525
ECOD2025.07		0.677	0.5089
IF2025.07		0.6667	0.4256
NeutralAD2025.07		0.6642	0.3468
DTE-NP2025.07		0.6511	0.2939
SLAD2025.07		0.6466	0.2935
UniOD2025.07		0.635	0.328
LOF2025.07		0.6255	0.3428
kNN2025.07		0.6236	0.2976
DSVDD2025.07		0.6218	0.2983
KDE2025.07		0.6179	0.238
OC-SVM2025.07		0.6165	0.2947
KPCA+MLP2025.07		0.5818	0.2839
DPAD2025.07		0.5386	0.2111
AE2025.07		0.5371	0.1933
LODA2025.07		0.4662	0.2504
ICL2025.07		0.4273	0.1607