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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Weijie J. 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. · 3 citations
Open access Aug 2026

Statistical impossibility and possibility of aligning LLMs with human preferences: From Condorcet paradox to Nash equilibrium

It is proved that Condorcet cycles exist with probability converging to one exponentially fast under a general probabilistic preference model called the Luce model, thereby demonstrating the impossibility of fully aligning human preferences using reward-based approaches such as reinforcement learning from human feedbac...

Kaizhao Liu, Qi Long, Zhekun Shi et al. · 0 citations

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