Tabular Anomaly Detection on KDDCUP99 Smtp
0.959AUC-ROCCausalTAD-135M
Evaluation results
| Method | Links | |
|---|---|---|
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 0.959 | |
| DTE2026.02 | 0.953 | |
| ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9246 | |
| GOAD2026.02 | 0.922 | |
| SLAD2026.02 | 0.916 | |
| KNN2026.02 | 0.915 | |
| MCMAD Method Category=Task-Specific2025.12 | 0.9147 | |
| IForest2026.02 | 0.911 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 0.9041 | |
| GOADAD Method Category=Task-Specific2025.12 | 0.9008 | |
| REPEN2026.02 | 0.893 | |
| DAGMMAD Method Category=Task-Specific2025.12 | 0.8894 | |
| ECOD2026.02 | 0.884 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 0.876 | |
| ICL2026.02 | 0.87 | |
| IForestAD Method Category=Task-Specific2025.12 | 0.8673 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.8652 | |
| RCA2026.02 | 0.86 | |
| PCA2026.02 | 0.838 | |
| NeuTral2026.02 | 0.836 | |
| ACRAD Method Category=Universal2025.12 | 0.8345 | |
| UniADAD Method Category=Universal2025.12 | 0.8304 | |
| DeepSVDD2026.02 | 0.755 |