Tabular Anomaly Detection on Seismic (F1 score)
46.5F1 ScoreCausalTAD
Evaluation results
| Method | Links | |
|---|---|---|
| CausalTADModel Variant=SmolLM-135M2026.02 | 46.5 | |
| CausalTADModel Variant=SmolLM-360M2026.02 | 44.7 | |
| AnoLLMModel Variant=SmolLM-360M2026.02 | 33.6 | |
| RCAMethod Category=Deep learning based methods2026.02 | 32 | |
| REPENMethod Category=Deep learning based methods2026.02 | 30.6 | |
| ICLMethod Category=Deep learning based methods2026.02 | 29.8 | |
| GOADMethod Category=Deep learning based methods2026.02 | 29.5 | |
| KNNMethod Category=Classical methods2026.02 | 29.1 | |
| SLADMethod Category=Deep learning based methods2026.02 | 28.5 | |
| ECODMethod Category=Classical methods2026.02 | 28.2 | |
| AnoLLMModel Variant=SmolLM-135M2026.02 | 27.9 | |
| PCAMethod Category=Classical methods2026.02 | 26.6 | |
| DeepSVDDMethod Category=Deep learning based methods2026.02 | 25.8 | |
| IForestMethod Category=Classical methods2026.02 | 25.1 | |
| DTEMethod Category=Deep learning based methods2026.02 | 23.9 | |
| NeuTralMethod Category=Deep learning based methods2026.02 | 19.5 |