Tabular Anomaly Detection on Vehicle insurance (F1 score)
17.4F1 ScoreCausalTAD
Evaluation Results
| Method | Links | |
|---|---|---|
| CausalTADModel Variant=SmolLM-360M2026.02 | 17.4 | |
| CausalTADModel Variant=SmolLM-135M2026.02 | 16.2 | |
| SLADMethod Category=Deep learning based methods2026.02 | 15.5 | |
| KNNMethod Category=Classical methods2026.02 | 13.5 | |
| RCAMethod Category=Deep learning based methods2026.02 | 13.5 | |
| REPENMethod Category=Deep learning based methods2026.02 | 12.6 | |
| PCAMethod Category=Classical methods2026.02 | 12.4 | |
| DTEMethod Category=Deep learning based methods2026.02 | 12.1 | |
| NeuTralMethod Category=Deep learning based methods2026.02 | 12 | |
| GOADMethod Category=Deep learning based methods2026.02 | 11.9 | |
| DeepSVDDMethod Category=Deep learning based methods2026.02 | 11.5 | |
| ECODMethod Category=Classical methods2026.02 | 11.2 | |
| IForestMethod Category=Classical methods2026.02 | 11 | |
| ICLMethod Category=Deep learning based methods2026.02 | 10.8 | |
| AnoLLMModel Variant=SmolLM-360M2026.02 | 10.8 | |
| AnoLLMModel Variant=SmolLM-135M2026.02 | 9.1 |