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ResearchFormerly WizWand

Tabular Anomaly Detection on Cardio

0.968AUC-ROCPCA
0.5471120.6563810.765650.874919Dec 1, 2025Dec 27, 2025Jan 23, 2026Feb 19, 2026Mar 18, 2026Apr 14, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PCA2026.020.968
RCA2026.020.955
ECOD2026.020.949
ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.120.9469
MCMAD Method Category=Task-Specific2025.120.9434
CausalTAD-135Mbackbone=SmolLM-135M2026.020.94
IForest2026.020.934
DIF2026.050.9244
ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.120.9103
KNN2026.020.907
EPHAD2026.050.9002
DTE2026.020.9
AnoLLM-135Mbackbone=SmolLM-135M2026.020.891
TTAD2026.050.8691
GOADAD Method Category=Task-Specific2025.120.8627
ECOD2026.050.8388
DeepSVDD2026.020.828
RTTAD2026.050.8199
SLAD2026.020.807
IForestAD Method Category=Task-Specific2025.120.7967
ICL2026.020.792
NeuTral2026.020.749
REPEN2026.020.724
SLAD2026.050.7109
OCSVM2026.050.6929
GOAD2026.020.688
MCM2026.050.6849
DAGMMAD Method Category=Task-Specific2025.120.6661
ACRAD Method Category=Universal2025.120.6551
LOF2026.050.6497
GOAD2026.050.6489
ICL2026.050.6479
DRL2026.050.6418
NeuTraL ADAD Method Category=Universal2025.120.6375
UniADAD Method Category=Universal2025.120.6271
DeepSVDD2026.050.6019
Iforest2026.050.5943
NeuTraLAD2026.050.5901
LUNAR2026.050.5633