Pre-registration (frozen 7 Nov 2026): replication of the AnoOnly gain for DeepSAD and PReNet (arXiv 2305.18798), as published and against a DeepSAD with tuned eta

Frozen protocol, decision code, job design, harness, planted-effect table and kernel for a private pre-registered replication, deposited before any confirmatory run. Clauses: the mean AUCROC gain of AnoOnly over DeepSAD across ten datasets has a 95% bootstrap lower end above 9.8 points (half the paper's 19.6) with at least 8 of 10 datasets improving, in an as-published arm and in an arm where DeepSAD's own loss weight eta is tuned by cross-validation; and at least 7 of 10 datasets improve for PReNet (as-published arm). Outcome wording: Replicated / Did not replicate / Inconclusive under protocol X.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-06
DOI
https://doi.org/10.5281/zenodo.24022994
Primary Topic
Anomaly Detection Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Pre-registration (frozen 7 Nov 2026): replication of the AnoOnly gain for DeepSAD and PReNet (arXiv 2305.18798), as published and against a DeepSAD with tuned eta

John Goodman
5 links
Zenodo (CERN European Organization for Nuclear Research)
Anomaly Detection Techniques and Applications
article

Pre-registration (frozen 7 Nov 2026): replication of the AnoOnly gain for DeepSAD and PReNet (arXiv 2305.18798), as published and against a DeepSAD with tuned eta

John Goodman
article en

Abstract

Frozen protocol, decision code, job design, harness, planted-effect table and kernel for a private pre-registered replication, deposited before any confirmatory run. Clauses: the mean AUCROC gain of AnoOnly over DeepSAD across ten datasets has a 95% bootstrap lower end above 9.8 points (half the paper's 19.6) with at least 8 of 10 datasets improving, in an as-published arm and in an arm where DeepSAD's own loss weight eta is tuned by cross-validation; and at least 7 of 10 datasets improve for PReNet (as-published arm). Outcome wording: Replicated / Did not replicate / Inconclusive under protocol X.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 19%
Anomaly Detection Techniques and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon