Outlier Detection on Synthetic Mixed Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=150 benchmark leaderboard · SOTA2 Research

Outlier Detection on Synthetic Mixed Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=150

69.42F1 ScoreDF-Phase I

Evaluation Results

Method	Links
DF-Phase I2026.01		69.42	2	59.97	99.97	1.571
VSCOUT2026.01		62.63	2.94	47.94	99.37	6.7035
VAE2026.01		48.44	3.08	37.34	76.18	1.758
IForest2026.01		42.82	7.33	29.24	100	0.0692
Rank-Phase I2026.01		0.5668	2.72	0.4797	0.8493	0.0971
VAE2026.01		0.5034	4.93	0.3545	0.9897	2.5545
RMDP2026.01		0.4503	5.36	0.3285	0.8904	3.6775
VSCOUT2026.01		0.404	5.31	0.2905	0.7928	9.8029
IForest2026.01		0.3976	7.56	0.2709	0.9376	0.0793
Zamba-CP2026.01		0.0039	0.04	0.0082	0.0026	0.8663
DF-Phase I2026.01		0	5.06	0	0	1.5671
Rank-Phase I2026.01		0	5.27	0	0	0.0969
Zamba-CP2026.01		0	0	0	0	0.8582
RMDP2026.01		0	0	0	0	3.6633