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ResearchFormerly WizWand

Anomaly Detection on ACM (AUROC)

0.8947AUROCProMoS
0.4218120.5445810.667350.790119Jan 27, 2026Feb 15, 2026Mar 7, 2026Mar 27, 2026Apr 16, 2026May 6, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ProMoSzero-shot setting=true2026.050.8947
TAMLearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.020.8629
ARCLearning Paradigm=Generalist2026.020.7988
ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.020.7878
OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.010.7857
ARCEvaluation Protocol=Unsupervised (zero-shot)2026.010.7828
GHRNEvaluation Protocol=Supervised (10-shots)2026.010.7683
TAMEvaluation Protocol=Unsupervised (zero-shot)2026.010.7516
TAMzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.050.7443
DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.010.7362
UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.010.7268
CAREEvaluation Protocol=Unsupervised (zero-shot)2026.010.7095
BWGNNEvaluation Protocol=Supervised (10-shots)2026.010.7037
DOMINANTLearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.020.7008
DOMINANTzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.050.7008
UNPromptzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.050.6874
BWGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.050.6759
CoLAzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.050.6685
GCNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.020.6049
GCNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.050.6049
GHRNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.050.5565
HCM-Azero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.050.537
AnomalyGFMzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.050.534
SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.010.5088
GATzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.050.4879
BGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.050.44