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Tabular Anomaly Detection on Lymphography (F1 score)

1F1 ScoreCausalTAD
0.202320.409410.61650.82359Feb 8, 2026

Evaluation results

MethodLinks
CausalTADModel Variant=SmolLM-360M2026.021
CausalTADModel Variant=SmolLM-135M2026.020.833
AnoLLMModel Variant=SmolLM-360M2026.020.8
AnoLLMModel Variant=SmolLM-135M2026.020.767
KNNMethod Category=Classical methods2026.020.667
RCAMethod Category=Deep learning based methods2026.020.667
SLADMethod Category=Deep learning based methods2026.020.667
GOADMethod Category=Deep learning based methods2026.020.667
ICLMethod Category=Deep learning based methods2026.020.667
DTEMethod Category=Deep learning based methods2026.020.667
REPENMethod Category=Deep learning based methods2026.020.667
NeuTralMethod Category=Deep learning based methods2026.020.633
PCAMethod Category=Classical methods2026.020.567
DeepSVDDMethod Category=Deep learning based methods2026.020.567
ECODMethod Category=Classical methods2026.020.4
IForestMethod Category=Classical methods2026.020.233