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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Ruichen Qiu

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Preprint Sep 2026

On the Turing Completeness of Transformers and Agents

It is shown that a single fixed finite precision transformer cannot memorize certain Turing machines with inputs of arbitrary length, such as the arithmetic; and a single fixed infinite precision transformer trained with a random algorithm is not Turing complete with probability one under reasonable conditions.

Y. Qiao, Li-Jia Yu, Rui-Chen Qiu et al. · 0 citations
Preprint Jul 2026

MechMath Agent Team: LLM Driven Agents for Mathematical Research

The MechMath Agent Team (MMAT) is presented, which is a large language model driven agent designed to serve as a co-pilot throughout the full cycle of mathematical research, and a tripartite Harness Architecture that decouples system responsibilities into Control, Execution, and Augmentation planes, thereby reconciling...

Yi-xuan Cao, Ruichen Qiu, Junqi Liu et al. · 3 citations

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