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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

Lin-Jiang Chen

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Open access Oct 2026

Agentic, Autonomous Design Evolution of Machine-Learned Interatomic Potentials

Recent AI systems can autonomously execute scientific workflows and empirical software tasks. We investigate whether an autonomous agent can use evaluation feedback to iteratively develop a scientific model. To address this question, we developed AutoResearch-MLIP, a research protocol in which the agent follows prede...

Mu-Yu Lu, Dan-Yang Chen, Fan Yu et al. · 0 citations
Sep 2026

Knowledge-Guided Autonomous Discovery of Microenvironment-Tuned Metal–Organic Framework Photocatalysts

Designing second-sphere microenvironments that promote proton-coupled electron transfer is central to catalysis yet difficult to achieve in porous solids, such as metal–organic frameworks (MOFs). Here, we report an end-to-end workflow that couples literature-guided large-language-model (LLM) reasoning with real-time...

Yi-Ming Zhao, Tao Song, Lin-Jiang Chen et al. · 0 citations
Preprint Jul 2026

Language models guide symbolic equation discovery by controlling search

This work compares role specifications in which the language model acts as equation author, candidate decider or search controller, alongside end-to-end language-model and purely numerical baselines and suggests that language models should shape hypothesis exploration rather than decide which equations survive.

Zikai Xie, Wenmei Li, Man Luo et al. · 1 citation

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