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ResearchFormerly WizWand

Tabular Anomaly Detection on Optdigits

0.9997AUC-ROCCTAD
0.2772120.4647810.652350.839919Dec 1, 2025Dec 27, 2025Jan 23, 2026Feb 19, 2026Mar 18, 2026Apr 14, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CTADBase Detector=MCM2026.020.9997
MCM2026.020.9947
CTADBase Detector=KNN2026.020.9945
CTADBase Detector=DRL2026.020.9887
KNN2026.020.9862
ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.120.9788
MCMAD Method Category=Task-Specific2025.120.9732
CausalTAD-135Mbackbone=SmolLM-135M2026.020.972
DRL2026.020.9717
AnoLLM-135Mbackbone=SmolLM-135M2026.020.967
NeuTral2026.020.952
RTTAD2026.050.946
KNN2026.020.933
ICL2026.020.918
SLAD2026.020.916
ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.120.9023
NeuTraLAD2026.020.8471
GOAD2026.020.84
MCM2026.050.8295
IForest2026.020.8239
DTE2026.020.8238
IForest2026.020.813
RCA2026.020.801
IForestAD Method Category=Task-Specific2025.120.7973
GOADAD Method Category=Task-Specific2025.120.7962
ICL2026.020.787
TTAD2026.050.7794
LOF2026.050.7765
DTE2026.020.776
DeepSVDD2026.020.7603
DRL2026.050.7441
LUNAR2026.050.7386
AutoEncoder2026.020.6694
ICL2026.050.645
DAGMMAD Method Category=Task-Specific2025.120.6429
OCSVM2026.020.6338
UniADAD Method Category=Universal2025.120.6332
NeuTraL ADAD Method Category=Universal2025.120.6326
SLAD2026.050.624
Iforest2026.050.6219
ECOD2026.020.616
ECOD2026.020.6145
DeepSVDD2026.020.614
ACRAD Method Category=Universal2025.120.6114
GOAD2026.020.5972
GOAD2026.050.5949
PCA2026.020.585
PCA2026.020.5817
DIF2026.050.5466
EPHAD2026.050.5088
OCSVM2026.050.5
NeuTraLAD2026.050.4924
ECOD2026.050.4839
DeepSVDD2026.050.465
REPEN2026.020.305