Tabular Anomaly Detection on Shuttle
1AUC-ROCICL
Evaluation results
| Method | Links | |
|---|---|---|
| ICL2026.02 | 1 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 1 | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 1 | |
| KNN2026.02 | 0.999 | |
| SLAD2026.02 | 0.999 | |
| DTE2026.02 | 0.998 | |
| NeuTral2026.02 | 0.997 | |
| IForest2026.02 | 0.996 | |
| PCA2026.02 | 0.996 | |
| RCA2026.02 | 0.995 | |
| REPEN2026.02 | 0.995 | |
| MCMAD Method Category=Task-Specific2025.12 | 0.9931 | |
| ECOD2026.02 | 0.993 | |
| DeepSVDD2026.02 | 0.993 | |
| ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9874 | |
| GOAD2026.02 | 0.987 | |
| GOADAD Method Category=Task-Specific2025.12 | 0.9607 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9534 | |
| IForestAD Method Category=Task-Specific2025.12 | 0.9318 | |
| ACRAD Method Category=Universal2025.12 | 0.9224 | |
| UniADAD Method Category=Universal2025.12 | 0.9075 | |
| DAGMMAD Method Category=Task-Specific2025.12 | 0.9011 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 0.8814 |