Author

Xiao-Ming Ni

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Preprint Sep 2026

Wavering Oracles: Selective Updating and Correlated Failures in LLMs and Their Implications for Scientific Workflows

Scientific workflows increasingly use repeated queries, multiple models, and interacting agents. Reliability therefore depends on whether models preserve correct conclusions, accept valid corrections, and contribute errors that a selector can distinguish. Using SycoBench- 600 as a controlled measurement substrate, we e...

Xiaoshn Nee, Hao-Bo Zhong, Xiao-Ming Ni · 0 citations

Preprint Sep 2026

The Generative AI Gold Rush in Theoretical and Computational Research

Its timing and production structure are consistent with delayed diffusion and capability thresh old mechanisms, and the findings locate verification, selection, and attention as central constraints for research gover nance.

Xiaoshn Nee, Hao-Bo Zhong, Xiao-Ming Ni · 0 citations