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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

M. Raghothaman

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2 papers indexed here

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Book Open access Aug 2026

Explainable Network Verification via Localized Subspecification

Network verification, synthesis, and repair tools help enforce high-level operational intent, but their limited explainability makes configuration maintenance costly in practice, as operators must still manually reason about large, low-level configurations. We propose localized subspecifications, which explain how indi...

Yongzheng Zhang, Yaxuan Lin, Hao-Xian Chen et al. · 0 citations
Open access Oct 2026

Prosecutor: Bayesian Counterfactual Fault Localization

Bayesian reasoning has emerged as a promising approach to fault localization, where the introduction of errors and their subsequent propagation through faulty executions is treated as a stochastic process. One can then perform Bayesian inference on a probabilistic model encoding the program execution to associate indiv...

Sara Baradaran, Yi-Fei Huang, Wei Le et al. · 1 citation

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