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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

Xiao-Hui Liu

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Open access Oct 2025

Iterated agent for symbolic regression

Symbolic regression (SR), the automated discovery of mathematical expressions from data, is a cornerstone of scientific inquiry. However, it is often hindered by the combinatorial explosion of the search space and a tendency to overfit. Popular methods, rooted in genetic programming, explore this space syntactically, o...

Zhuo-Yang Song, Ze-Yu Cai, Shu-Tao Zhang et al. · 5 citations
#large language models Open access Sep 2026

Iterated Agent for Symbolic Regression

This paper introduces IdeaSearchFitter, a framework that employs Large Language Models (LLMs) as semantic operators within an evolutionary search that achieves competitive, noise-robust performance on the Feynman Symbolic Regression Database (FSReD), outperforming several strong baselines.

Zhuo-Yang Song, Ze-Yu Cai, Shu-Tao Zhang et al. · 0 citations

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