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Tabular Anomaly Detection on Vehicle insurance (F1 score)

17.4F1 ScoreCausalTAD
8.76811.00913.2515.491Feb 8, 2026

Evaluation results

MethodLinks
CausalTADModel Variant=SmolLM-360M2026.0217.4
CausalTADModel Variant=SmolLM-135M2026.0216.2
SLADMethod Category=Deep learning based methods2026.0215.5
KNNMethod Category=Classical methods2026.0213.5
RCAMethod Category=Deep learning based methods2026.0213.5
REPENMethod Category=Deep learning based methods2026.0212.6
PCAMethod Category=Classical methods2026.0212.4
DTEMethod Category=Deep learning based methods2026.0212.1
NeuTralMethod Category=Deep learning based methods2026.0212
GOADMethod Category=Deep learning based methods2026.0211.9
DeepSVDDMethod Category=Deep learning based methods2026.0211.5
ECODMethod Category=Classical methods2026.0211.2
IForestMethod Category=Classical methods2026.0211
ICLMethod Category=Deep learning based methods2026.0210.8
AnoLLMModel Variant=SmolLM-360M2026.0210.8
AnoLLMModel Variant=SmolLM-135M2026.029.1