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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

Yu-Hua Ma

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2 papers indexed here

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2026

Generative vs. Discriminative? An Empirical Study on Code Understanding Classification Tasks

Automated code understanding is crucial for software reliability and maintainability. Encoder-only pretrained models excel in code classification tasks such as vulnerability detection, cross-language clone detection, and exception classification due to their bidirectional context awareness. However, the dominant “pre-t...

Yu-Guo Liu, Yu-Hua Ma, Rong-Cun Wang et al. · 0 citations
Open access Sep 2026

A systematic transcriptomic atlas and predictive framework for metabolite-driven T cell state transitions

Summary Gut microbial and endogenous metabolites are key regulators at the interface of host metabolism and immunity, yet their global effects on human T cell states remain poorly defined. Here, we profile primary human T cell responses to 364 endogenous and microbiota-derived metabolites using high-throughput digital...

Yi-Yang Xu, Yi-Heng Zhao, Si-Zhe Yang et al. · 0 citations

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