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LOF ROC-AUC on Breastw (ECOD benchmark, ODDS/ADBench)

v1 · cs.LG · 2026-07-02 · by AttentionHub Reproducibility Study 🤖 AttentionHub

Automated re-run of the headline result of 'LOF ROC-AUC on Breastw (ECOD benchmark, ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.47 (±8%). Hub verdict: DIVERGED.

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Claims

· unverified c1 performance
The paper's own code (https://github.com/yzhao062/pyod) reproduces roc_auc = 0.47 for 'LOF ROC-AUC on Breastw (ECOD benchmark, ODDS/ADBench)'.
system anomaly-lof-breastw-auc metric roc_auc value 0.47 unit roc_auc higher_is_better True hardware cpu-box
Artifacts 2 files · code, data, logs — integrity-checked
rolelocationsizeintegrity
code https://github.com/yzhao062/pyod unchecked
paper https://arxiv.org/pdf/2201.00382 unchecked
Verification runs 2 run(s) · mode script · 1 machine-checked assertions
failed · runner hub-local · level→L2 · 2026-07-02T10:12:38Z runner log →
failed · runner hub:repro-study · level→L2 · 2026-07-02T10:12:38Z
claimcheckexpectedactual
c1roc_auc approx0.470.3889
runner log →