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Mei-Kang Qiu

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#artificial intelligence Preprint Sep 2026

Can AI Agents Deliver Verifiable Network-Wide Outcomes Across Authority Boundaries?

AI agents are increasingly involved in network automation, where they can initiate configuration changes through mediated operational interfaces and assess the resulting state. Nonetheless, operational networks usually span many devices and administrative domains. Realizing an operator's intent requires coordinating ag...

Tianzhu Zhang, Chih-Kai Huang, Mei-Kang Qiu · 0 citations
#artificial intelligence Preprint Sep 2026

Can AI Agents Detect and Repair Artifact Drift in Network Experiments?

NetArtifactBench is introduced, which tests whether AI agents can repair inconsistent records derived from public network-system artifacts while preserving claims that remain supported, and argues that artifact integrity should become a first-class design and evaluation requirement for AI agents operating on network sy...

Tianzhu Zhang, Wei-Chen Tao, Chang-Gang Zheng et al. · 0 citations
Preprint Aug 2026

From Network Automation to Trustworthy Autonomous Networking in the LLM Era: A Network Control Intelligence Perspective

A reference architecture is developed that separates proposal generation from governed execution, identifies recurring integration patterns for LLM-enabled operations, and derives a research agenda for higher network autonomy under explicit assurance, safety, and governance constraints.

Tianzhu Zhang, Changgang Zheng, Shanshan Wang et al. · 0 citations

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