ECOD ROC-AUC on WBC (ODDS/ADBench)

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

Automated re-run of the headline result of 'ECOD ROC-AUC on WBC (ODDS/ADBench)' (arXiv:2201.00382) from its own repository. Pre-registered claim: roc_auc = 0.974 (±5%). Hub verdict: REPRODUCED.

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Claims

· unverified c1 performance

The paper's own code (https://github.com/yzhao062/pyod) reproduces roc_auc = 0.974 for 'ECOD ROC-AUC on WBC (ODDS/ADBench)'.

system ecod-wbc-auc metric roc_auc value 0.974 unit roc_auc higher_is_better True hardware cpu-box

Artifacts 2 files · code, data, logs — integrity-checked

role	location	size	integrity
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→L3 · 2026-07-02T09:57:55Z runner log →

passed · runner hub:repro-study · level→L3 · 2026-07-02T09:57:55Z

claim	check	expected	actual
c1	roc_auc approx	0.974	0.9948	✅

runner log →