Pre-registration: certifying offline evaluation lenses from gold users on KuaiRec (confirmatory half)

Pre-registration of the confirmatory analysis for a study of offline evaluation of recommender systems under sparse, partially randomized logs. It fixes five hypotheses (HC1 to HC5), their thresholds, the analysis procedure and seed before the confirmatory half of the KuaiRec 2.0 dense users is read. The SHA-256 lists fix the analysis code and the user split.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-08
DOI
https://doi.org/10.5281/zenodo.24051367
Primary Topic
Recommender Systems and Techniques
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
preprint

Pre-registration: certifying offline evaluation lenses from gold users on KuaiRec (confirmatory half)

Marco Polignano
2 links
Zenodo (CERN European Organization for Nuclear Research)
Recommender Systems and Techniques
preprint

Pre-registration: certifying offline evaluation lenses from gold users on KuaiRec (confirmatory half)

Marco Polignano
preprint en

Abstract

Pre-registration of the confirmatory analysis for a study of offline evaluation of recommender systems under sparse, partially randomized logs. It fixes five hypotheses (HC1 to HC5), their thresholds, the analysis procedure and seed before the confirmatory half of the KuaiRec 2.0 dense users is read. The SHA-256 lists fix the analysis code and the user split.

Zenodo (CERN European Organization for Nuclear Research)
University of Bari Aldo Moro (IT)
Recommender Systems and Techniques
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