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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

Yunxin Mao

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Conference Open access Sep 2026

Learning Kernelized Hypothesis for Hidden Confounder Detection

Detecting hidden confounding is crucial for reliable causal analysis from observational data, directly determining which downstream causal inference method to be deployed. Inspired by the theory of higher-order regression, recent sample-efficient hypothesis testing strategies overcome the restrictive requirement of mul...

Yi-Kai Chen, Hao-Tian Wang, Yunxin Mao 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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