Who Pays for Open Review? Visible Author Reputation and Its Effect on Ratings
An OpenReview bug in November 2025 broke anonymity at several conferences and prompted calls for open review, which motivate us to ask what shifting from blind to open would mean for authors. Analyzing over 18,000 reviewed submissions to ICLR 2026, split into de facto open and blind groups by arXiv preprint timing, we find that ratings rise with author reputation under both mechanisms, with a steeper slope under open review that is statistically significant, and that the open-blind difference is concentrated at the borderline ratings. The pattern holds across five reputation proxies (including institution, h-index, and citation count), three author-aggregation rules, and five definitions ...
| Authors | Qinghua Zhao, Xinyu Chen, Yanhui Yang et al. |
|---|---|
| Primary category | cs.DL |
| Published | 7 September 2026 |
| Last updated at source | 7 September 2026 |
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