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ResearchFormerly WizWand

Tabular Anomaly Detection on BreastW

0.9972AUC-ROCLLM-DAS
0.2440320.4395660.63510.830634Oct 4, 2025Nov 9, 2025Dec 16, 2025Jan 21, 2026Feb 27, 2026Apr 4, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LLM-DASMethod Variant=DRL2025.100.9972
AnoLLM-135Mbackbone=SmolLM-135M2026.020.997
CausalTAD-135Mbackbone=SmolLM-135M2026.020.997
DRL2025.100.9968
ICAD-LLMMethod Category=Task-Specific2025.120.9967
DRL2026.020.9965
CTADBase Detector=DRL2026.020.9965
CTADBase Detector=KNN2026.020.9964
MCM2026.020.9955
MCM2025.100.9955
MCMMethod Category=Task-Specific2025.120.9945
OCSVM2026.020.9938
PCA2026.020.9938
OCSVM2025.100.9938
PCA2025.100.9938
LOF2025.100.9937
MCM2026.050.9936
RTTAD2026.050.9933
AnoLLMModel Size=360M2025.100.993
DeepSVDD2026.020.9925
DeepSVDD2025.100.9925
WFRDAlabeled outliers=52025.120.992
AnoLLMModel Size=135M2025.100.992
ECODlabeled outliers=52025.120.991
AutoEncoder2026.020.9909
AutoEncoder2025.100.9909
CTADBase Detector=MCM2026.020.9891
CODlabeled outliers=52025.120.989
REPENlabeled outliers=52025.120.987
NPT-AD2025.100.9848
GOAD2026.050.9814
IForestlabeled outliers=52025.120.979
TTAD2026.050.9779
ICL2026.020.9725
ICL2025.100.9725
IForest2026.020.9719
IForest2025.100.9719
KNN2026.020.9714
KNN2025.100.9714
DRL2026.050.966
ECOD2026.020.9649
ECOD2025.100.9649
DIF2026.050.964
LUNAR2026.050.9609
SODlabeled outliers=52025.120.947
SLAD2026.050.9467
NeuTraLAD2026.020.9458
DTE2026.020.9278
DTE2025.100.9278
DeepSVDDlabeled outliers=52025.120.924
ICAD-LLMMethod Category=Universal2025.120.9173
ICL2026.050.886
IForestMethod Category=Task-Specific2025.120.862
DeepSADlabeled outliers=52025.120.838
GOADMethod Category=Task-Specific2025.120.8328
FEAWADlabeled outliers=52025.120.827
Iforest2026.050.8111
UniADMethod Category=Universal2025.120.8072
DTE2026.020.791
EPHAD2026.050.7801
DevNetlabeled outliers=52025.120.764
DeepSVDD2026.050.7557
PCA2026.020.753
KNN2026.020.753
RCA2026.020.753
DAGMMMethod Category=Task-Specific2025.120.7407
ECOD2026.020.737
GOAD2026.020.7327
ACRMethod Category=Universal2025.120.7296
PReNetlabeled outliers=52025.120.704
NeuTraL ADMethod Category=Universal2025.120.6764
NeuTraLAD2026.050.6669
LOF2026.050.6469
SLAD2026.020.64
REPEN2026.020.639
LLM-DASMethod Variant=PCA2025.100.6196
ICL2026.020.616
OCSVM2026.050.5973
ECOD2026.050.5725
IForest2026.020.5
GOAD2026.020.402
DeepSVDD2026.020.401
NeuTral2026.020.273