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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

Ruochun Jin

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2 papers indexed here

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Open access Sep 2026

Detecting Contradictions Within and Across Documents

This paper presents DocChecker, a system for detecting textual contradictions. Given a document collection 𝒟, DocChecker identifies conflicting properties or relationships assigned to the same entity, both within and across documents. It adopts a graph-based paradigm: entities and their relations are extracted, repre...

Sheng-Lin Chen, Wen-Fei Fan, Ruo-Chun Jin et al. · 0 citations
Conference Open access Sep 2026

Mitigating Collaboration Degeneration in Multi-Agent Code Generation via a Controllable Competitive Collaboration Approach

Empowered by large language models (LLMs), multi-agent systems (MAS) have shown significant potential in code generation by simulating collaborative workflows. However, we identify a collaboration degeneration phenomenon, where one agent dominates while others remain disengaged, occurring in 38.4% of non-routine HumanE...

Shan-Zhi Gu, Mingyang Geng, Yihong Dong et al. · 0 citations

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