Author

Buxin Su

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Review Open access Aug 2026

Self-rankings as a predictor of scientific impact beyond peer review

Peer review in academic research aims to ensure factual correctness and identify work of high scientific potential, but rapid submission growth has made this increasingly difficult. Here we investigate an additional measure for identifying high-impact research: authors’ rankings of their own submissions to the same art...

Buxin Su, Natalie Collina, Garrett Wen et al. · Nature Computational Science · 3 citations

Review Oct 2026

Unifying Privacy Accounting: Information Equivalence and Information Loss

Differential privacy (DP) admits several notions, but the choice among them may affect both privacy analysis and utility. In this paper, we consider four mainstream curve-based privacy notions within a unified information-theoretic framework. For a fixed ordered pair of output distributions, we establish information eq...

Buxin Su, Qiao-Shi Yang, Yi-Ding Su et al. · 0 citations

#human-computer interacti... Review Sep 2026

Use and Effects of LLMs in Peer Review: A Randomized Experiment and Survey at ICML 2026

A randomized experiment and an anonymous post-survey at ICML 2026 investigate how reviewers use LLM-use policies in practice and how different LLM-use policies affect review outcomes, and discusses implications for future peer-review policy and tool design.

Sunnie S. Y. Kim, W. Deng, Jennifer Wortman Vaughan et al. · 1 citation