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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

Zijin Yang

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Preprint Sep 2026

Type-Safe Is Not Error-Free: Typed Decision Models Follow the Option Name, Not the Definition Bound to It

Typed decision models return structured results, but output-type correctness alone does not ensure that decisions follow explicit option definitions. Each option pairs a name with a definition that defines its intended meaning; the name, however, can provide a competing semantic cue. We study this conflict in Jev and t...

Yu Sun, Jun-Hao Xu, Jia-Jia Shi et al. · 24 citations · ⚡2
Jul 2026

DNA: Dual-stage Native Attribution for Generated Image Source Tracing

Dual-stage Native Attribution (DNA) is proposed, a coarse-to-fine framework that follows this hierarchy without additional neural-network training that achieves 89.11% end-to-end attribution accuracy on a task where random guessing accuracy is below 1% and outperforms the strongest baseline by 33.81% even when AEDR is...

Chao Wang, Ke-Jiang Chen, Zi-Jin Yang et al. · 0 citations

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